{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a94266e7",
   "metadata": {},
   "source": [
    "# How many tiled MatMul do we need?\n",
    "Given that matmul is our limiting operation, how many tiled matmul do we need to process a Bert layer?\n",
    "\n",
    "Assumptions:\n",
    "- Adding partial sum matrices is free\n",
    "- Adding bias from linear layers is free\n",
    "- Moving data to the input of the tiled matmul is fully overlapped with computation (probably realistic with pingpong buffers) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ace0c0c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "class MatrixMultiplier:\n",
    "    def __init__(self, tile, cycles_per_tile, clock_freq):\n",
    "        self.tile = tile\n",
    "        self.cycles_per_tile = cycles_per_tile\n",
    "        self.clock_freq = clock_freq\n",
    "        \n",
    "        self.total_tiled_muls = 0\n",
    "        self.total_cycles = 0\n",
    "        \n",
    "    def mul(self, a, b):\n",
    "        M = a.size()[-2]\n",
    "        K = a.size()[-1]\n",
    "        N = b.size()[-1]\n",
    "        assert b.size()[-2] == K, f'a size {a.size()} b size {b.size()}'\n",
    "        \n",
    "        M_blocks = math.ceil(M / self.tile)\n",
    "        K_blocks = math.ceil(K / self.tile)\n",
    "        N_blocks = math.ceil(N / self.tile)\n",
    "        \n",
    "        n_tiled_mul = M_blocks * K_blocks * N_blocks\n",
    "        \n",
    "        self.total_tiled_muls += n_tiled_mul\n",
    "        self.total_cycles += n_tiled_mul*self.cycles_per_tile\n",
    "        \n",
    "        return torch.matmul(a, b)\n",
    "        \n",
    "    def summary(self):\n",
    "        print('-'*10)\n",
    "        print(f'Using {self.tile}x{self.tile} tiled matrix multiplication:')\n",
    "        print(f'{self.total_tiled_muls} tiled matmul in total')\n",
    "        print(f'{self.total_cycles} total cycles')\n",
    "        print(f'{self.total_cycles / self.clock_freq} seconds of latency at {self.clock_freq/1e6} MHz')\n",
    "        print(f'{self.clock_freq / self.total_cycles} FPS layer throughput')\n",
    "        print('-'*10)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "773555f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def attention(mm, layer, hidden_states):\n",
    "    '''\n",
    "    hidden_states: <bs, seqlen, dmodel>\n",
    "    '''\n",
    "    bs, seqlen, dmodel = hidden_states.size()\n",
    "    num_heads = layer.attention.self.num_attention_heads\n",
    "    dhead = layer.attention.self.attention_head_size\n",
    "    \n",
    "    # Linear transform to get multiple heads. This is a major MAC slurper.\n",
    "#     query_layer = layer.attention.self.query(hidden_states) # <bs, seqlen, dmodel>\n",
    "    query_layer = mm.mul(hidden_states, layer.attention.self.query.weight.data.T)\n",
    "#     key_layer = layer.attention.self.key(hidden_states)     # <bs, seqlen, dmodel>\n",
    "    key_layer = mm.mul(hidden_states, layer.attention.self.key.weight.data.T)\n",
    "#     value_layer = layer.attention.self.value(hidden_states) # <bs, seqlen, dmodel\n",
    "    value_layer = mm.mul(hidden_states, layer.attention.self.value.weight.data.T)\n",
    "    \n",
    "    # Reshape and transpose for multi-head\n",
    "    new_shape = (bs, seqlen, num_heads, dhead)\n",
    "    \n",
    "    query_layer = query_layer.view(new_shape)\n",
    "    key_layer = key_layer.view(new_shape)\n",
    "    value_layer = value_layer.view(new_shape)\n",
    "    \n",
    "    query_layer = query_layer.permute(0,2,1,3) # <bs, num_head, seqlen, dhead>\n",
    "    key_layer = key_layer.permute(0,2,3,1)     # <bs, num_head, dhead, seqlen>\n",
    "    value_layer = value_layer.permute(0,2,1,3) # <bs, num_head, seqlen, dhead>\n",
    "    \n",
    "    # The attention main course\n",
    "    attention_scores = mm.mul(query_layer, key_layer)\n",
    "    attention_scores /= math.sqrt(dhead)\n",
    "    \n",
    "    attention_probs = nn.functional.softmax(attention_scores, dim=-1)\n",
    "    attention_probs = layer.attention.self.dropout(attention_probs)\n",
    "    \n",
    "    attention_out = mm.mul(attention_probs, value_layer)\n",
    "    \n",
    "    attention_out = attention_out.permute(0,2,1,3).contiguous()\n",
    "    attention_out = attention_out.view(bs, seqlen, dmodel)\n",
    "    \n",
    "    # It's time for one more linear transform and layer norm\n",
    "    dense_out = mm.mul(attention_out, layer.attention.output.dense.weight.data.T)\n",
    "    dense_out = layer.attention.output.dropout(dense_out)\n",
    "    # Implements the residual connection\n",
    "    layer_out = layer.attention.output.LayerNorm(dense_out + hidden_states)\n",
    "    \n",
    "    return layer_out\n",
    "\n",
    "def ffn(mm, layer, attention_out):\n",
    "    \n",
    "    # Layer 1\n",
    "    output = mm.mul(attention_out, layer.intermediate.dense.weight.data.T)\n",
    "    output = nn.functional.gelu(output)\n",
    "    \n",
    "    # Layer 2\n",
    "    output = mm.mul(output, layer.output.dense.weight.data.T)\n",
    "    output = layer.output.dropout(output)\n",
    "    output = layer.output.LayerNorm(output + attention_out)\n",
    "    \n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bad4323e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.seq_relationship.weight', 'cls.seq_relationship.bias', 'cls.predictions.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.LayerNorm.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.decoder.weight', 'cls.predictions.transform.dense.bias']\n",
      "- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "from transformers import BertModel, BertTokenizer\n",
    "model = BertModel.from_pretrained('bert-base-uncased')\n",
    "layer = model.encoder.layer[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "838e2a90",
   "metadata": {},
   "outputs": [],
   "source": [
    "def measure(mm):\n",
    "    fake_in = torch.zeros(1, 512, 768)\n",
    "    attn_out = attention(mm, layer, fake_in)\n",
    "    ffn_out = ffn(mm, layer, attn_out)\n",
    "    mm.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "daebfc0e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------\n",
      "Using 64x64 tiled matrix multiplication:\n",
      "13952 tiled matmul in total\n",
      "1325440 total cycles\n",
      "0.0044181333333333335 seconds of latency at 300.0 MHz\n",
      "226.33993239980686 FPS layer throughput\n",
      "----------\n"
     ]
    }
   ],
   "source": [
    "mm64 = MatrixMultiplier(tile=64, cycles_per_tile=(64+31), clock_freq=300e6)\n",
    "measure(mm64)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcd24876",
   "metadata": {},
   "source": [
    "# 4 Stage Pipeline"
   ]
  },
  {
   "attachments": {
    "image.png": {
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peGVsWERpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6VXNlckNvbW1lbnQ+U2NyZWVuc2hvdDwvZXhpZjpVc2VyQ29tbWVudD4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+CiVU1kUAAAAcaURPVAAAAAIAAAAAAAABXwAAACgAAAFfAAABXwABQf+uXltwAABAAElEQVR4AezdCbgkV1n/8QoaHxPUhE1wRgkhGEFlEvVxxbAokAQcA7hLNOCKBDUIBBVj3EAJSyIugKAJEhUVFSdqEtcE4opKCIsSNyJmiCZKAhoF9H//9avJqTp16q1fd997Zm7fmW8/z8w957zVp0596u3qru7T1UdttLdm5vbf//3fXeSYY46ZWWL55re+9a3NKaecsvwdgiVrjWfd+tGm4hPs8KwJnwwjKOIToGRN+GQYQRGfACVrwifDCIr4BChZEz4ZRlDEJ0DJmvDJMIIiPgFK1oRPhhEU8QlQsiZ8MoygiE+AkjXhk2EERXwClKwJnwwjKOIToGRN+GQYQRGfACVrwifDCIr4BChZEz4ZRlDEJ0DJmvDJMIIiPgFK1oRPhhEUS5+jmBgRKC3ZVGuChVZX7pglhzBarNZ41q0ffEa7OayQPyFL34hPTxEW8AlZ+kZ8eoqwgE/I0jfi01OEBXxClr4Rn54iLOATsvSN+PQUYQGfkKVvxKenCAv4hCx9Iz49RVjAJ2TpG/HpKcICPiFL34hPTxEW8AlZ+kZ8eoqwgE/I0jfi01OEBXxClr4Rn54iLOATsvSN+PQUYaH0YWJEyLRcY60JBFpbuWOWG8F4qVrjWbd+8Bnv56hG/kQqQxs+g0VUwidSGdrwGSyiEj6RytCGz2ARlfCJVIY2fAaLqIRPpDK04TNYRCV8IpWhDZ/BIirhE6kMbfgMFlEJn0hlaMNnsIhK+EQqQxs+g0VUwidSGdrwGSyiEj6RytCGz2ARlfCJVIY2fAaLqIRPpDK04TNYRKXSh4kRkdKSbbUmEGh15Y5ZcgijxWqNZ936wWe0m8MK+ROy9I349BRhAZ+QpW/Ep6cIC/iELH0jPj1FWMAnZOkb8ekpwgI+IUvfiE9PERbwCVn6Rnx6irCAT8jSN+LTU4QFfEKWvhGfniIs4BOy9I349BRhAZ+QpW/Ep6cIC/iELH0jPj1FWMAnZOkb8ekpwgI+IUvfiE9PERZKHyZGhEzLNdaaQKC1lTtmuRGMl6o1nnXrB5/xfo5q5E+kMrThM1hEJXwilaENn8EiKuETqQxt+AwWUQmfSGVow2ewiEr4RCpDGz6DRVTCJ1IZ2vAZLKISPpHK0IbPYBGV8IlUhjZ8BouohE+kMrThM1hEJXwilaENn8EiKuETqQxt+AwWUQmfSGVow2ewiEr4RCpDGz6DRVQqfZgYESkt2VZrAoFWV+6YJYcwWqzWeNatH3xGuzmskD8hS9+IT08RFvAJWfpGfHqKsIBPyNI34tNThAV8Qpa+EZ+eIizgE7L0jfj0FGEBn5Clb8SnpwgL+IQsfSM+PUVYwCdk6Rvx6SnCAj4hS9+IT08RFvAJWfpGfHqKsIBPyNI34tNThAV8Qpa+EZ+eIizgE7L0jfj0FGGh9GFiRMi0XGOtCQRaW7ljlhvBeKla41m3fvAZ7+eoRv5EKkMbPoNFVMInUhna8BksohI+kcrQhs9gEZXwiVSGNnwGi6iET6QytOEzWEQlfCKVoQ2fwSIq4ROpDG34DBZRCZ9IZWjDZ7CISvhEKkMbPoNFVMInUhna8BksohI+kcrQhs9gEZXwiVSGNnwGi6iET6QytOEzWESl0oeJEZHSkm21JhBodeWOWXIIo8VqjWfd+sFntJvDCvkTsvSN+PQUYQGfkKVvxKenCAv4hCx9Iz49RVjAJ2TpG/HpKcICPiFL34hPTxEW8AlZ+kZ8eoqwgE/I0jfi01OEBXxClr4Rn54iLOATsvSN+PQUYQGfkKVvxKenCAv4hCx9Iz49RVjAJ2TpG/HpKcICPiFL34hPTxEWSh8mRoRMyzXWmkCgtZU7ZrkRjJeqNZ516wef8X6OauRPpDK04TNYRCV8IpWhDZ/BIirhE6kMbfgMFlEJn0hlaMNnsIhK+EQqQxs+g0VUwidSGdrwGSyiEj6RytCGz2ARlfCJVIY2fAaLqIRPpDK04TNYRCV8IpWhDZ/BIirhE6kMbfgMFlEJn0hlaMNnsIhK+EQqQxs+g0VUKn2YGBEpLdlWawKBVlfumCWHMFqs1njWrR98Rrs5rJA/IUvfiE9PERbwCVn6Rnx6irCAT8jSN+LTU4QFfEKWvhGfniIs4BOy9I349BRhAZ+QpW/Ep6cIC/iELH0jPj1FWMAnZOkb8ekpwgI+IUvfiE9PERbwCVn6Rnx6irCAT8jSN+LTU4QFfEKWvhGfniIs4BOy9I349BRhofRhYkTItFxjrQkEWlu5Y5YbwXipWuNZt37wGe/nqEb+RCpDGz6DRVTCJ1IZ2vAZLKISPpHK0IbPYBGV8IlUhjZ8BouohE+kMrThM1hEJXwilaENn8EiKuETqQxt+AwWUQmfSGVow2ewiEr4RCpDGz6DRVTCJ1IZ2vAZLKISPpHK0IbPYBGV8IlUhjZ8BouohE+kMrThM1hEpdLnqDvvvHMjWrB224033ticfPLJtbs9bPrDx+9KfPDxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+TPaj5MjPBehyxK4npqfPDxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+TPaj78lIb3stFaPzmhlZSX8rArngnWGs+69YPPzA7PmsmfDCMo4hOgZE34ZBhBEZ8AJWvCJ8MIivgEKFkTPhlGUMQnQMma8MkwgiI+AUrWhE+GERTxCVCyJnwyjKCIT4CSNeGTYQRFfAKUrAmfDCMo4hOgZE34ZBhBEZ8AJWvCJ8MIivgEKFkTPhlGUMQnQMma8MkwgiI+AUrWVPowMSLDWbVYawKB1lvumFXHouVrjWfd+tG24SOF+Rs+8zaK4IOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/q/kwMcJ72WitCQRaCYlrqfHxPPjgs0DAhzn+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+CjZf4wMcJ72SgTIyxPtStYaC1l4vo1x9Fa+2vd+sEn3t95K/mTa0zL+ExN8hZ8co1pGZ+pSd6CT64xLeMzNclb8Mk1pmV8piZ5Cz65xrSMz9Qkb8En15iW8Zma5C345BrTMj5Tk7wFn1xjWsZnapK34JNrTMv4TE3yFnxyjWkZn6lJ3oJPrjEt4zM1yVvwyTWmZXymJnkLPrnGtFz6MDFiarR0S60PyLXCcscsPYhswVrjWbd+8Ml28kyR/JmBuasZH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPxZzYeJEd7LRmtNINBKSFxLjY/nwQefBQI+zPEHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8t84eJEd7LRpkYYXn4KQ3Pgw8+CwR8mOMPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj56MPOHiRHe3kYP5o6xK54J1hrPuvWjzS1n9MwQ2OZ1265a48HH7vYuSP54I3zw8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8NEyf5gY4b1slA+2LQ9XRPA8+OCzQMCHOf7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KMHM3+YGOHtbfRg7hi74plgrfGsWz/a3HJGzwyBbV637ao1Hnzsbu+C5I83wgcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHy3zh4kR3stG+WDb8nBFBM+DDz4LBHyY4w8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPnow84eJEd7eRg/mjrErngnWGs+69aPNLWf0zBDY5nXbrlrjwcfu9i5I/ngjfPDxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfw0TJ/mBjhvWyUD7YtD1dE8Dz44LNAwIc5/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/gowczf5gY4e1t9GDuGLvimWCt8axbP9rcckbPDIFtXrftqjUefOxu74LkjzfCBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfLfOHiRHey0b5YNvycEUEz4MPPgsEfJjjDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+ejDzh4kR3t5GD+aOsSueCdYaz7r1o80tZ/TMENjmdduuWuPBx+72Lkj+eCN88PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/DRMn+OuvPOOzf8XepEb7zxxubkk0+u09lh2As+fqfig48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8mc9fc4666zmtttu6wb3sIc9rLnooov8QLcpSv54eHzw8QI+Sv7g4wV8lPzBxwv4aJk/TIzwXocsWu6YQ7biHbIifPyOwgcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go9uVPyeddFLz3ve+txvc4x73uOb1r3+9H+g2RbfLZ5s2d+XV4uPJ8MHHC/go+YOPF/BR8mc1H35Kw3vZKD+FYHkafPDxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv4c/j67d+9u9u/f323o3r17m3379lV735j8OfzzJ9rCWvu9Vj8aY3mp9mjci9pqjWfd+sFn0Z4nfxYJ8fjyQvis5sPECO9lo7WeYLQSEtdS4+N58MFngYAPc/zBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfHS78ufMM89sbr311m5wp512WnPxxRczMcLvKnzwWSDgw7U+t6rVj0a7XcefSKrWdtXqB59oL43byJ+xR1nDpxQZ10sfJkaMfVaqceDzXPjg4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJn+3zYWKEt7dREtfyVJvZqrWUM3r8muNorf21bv3gE+/vvJX8yTWmZXymJnkLPrnGtIzP1CRvwSfXmJbxmZrkLfjkGtMyPlOTvAWfXGNaxmdqkrfgk2tMy/hMTfIWfHKNaRmfqUnegk+uMS3jMzXJW/DJNaZlfKYmeQs+uca0jM/UJG/BJ9eYlvGZmuQt+OQa0zI+U5O8BZ9cY1oufZgYMTVauqXWB+RaYbljlh5EtmCt8axbP/hkO3mmSP7MwNzVjA8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+rObDxAjvZaO1JhBoJSSupcbH8+CDzwIBH+b4g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPlvnDxAjvZaNMjLA8/JSG58EHnwUCPszxBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfPZj5w8QIb2+jB3PH2BXPBGuNZ9360eaWM3pmCGzzum1XrfHgY3d7FyR/vBE++HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkz2Kfyy67rHnTm97ULXjve9+7ueqqq/ydimit91vWrR9tJvlT7Oyiik8BUlTxKUCKKj4FSFHFpwApqvgUIEUVnwKkqOJTgBRVfAqQoopPAVJUSx8mRhRAq1RrnSBpneWOWWUcadla41m3fvBJe3j+L/kzb0P+eBt88Fks4Jfg+IOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX8W+1xwwQXNFVdc0S24a9eu5uabb/Z3KqLr9r5WrfFoM8mfYmcXVXwKkKKKTwFSVPEpQIoqPgVIUcWnACmq+BQgRRWfAqSo4lOAFFV8CpCiWvowMaIAWqXKiY3XwgcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfw0dr5w8SIee/yjd35JecjtfbXuvWjLcZnfr/j423wwWexgF+C4w8+XsBHyR98vICPkj+r+TAxwnvZaK0TAK2ExLXU+HgefPBZIODDHH/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8mfxT75T2nc5z73aa688kp/pyJa6/26detHm0n+FDu7qOJTgBRVfAqQoopPAVJU8SlAiio+BUhRxacAKar4FCBFFZ8CpKjiU4AU1dKHiREF0CrVWidIWme5Y1YZR1q21njWrR980h6e/0v+zNuQP94GH3wWC/glOP7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8NEyf5gY4b1stNYEAq2k3DF2xTPBWuNZt37wmdnhWTP5k2EERXwClKwJnwwjKOIToGRN+GQYQRGfACVrwifDCIr4BChZEz4ZRlDEJ0DJmvDJMIIiPgFK1oRPhhEU8QlQsiZ8MoygiE+AkjXhk2EERXwClKxpu3wuv/zy5s477+xGcsIJJzSnn356w/vP2Y4JivgEKFkTPhlGUMQnQMma8MkwgiI+AUrWhE+GERR3gg8TI4Idt2xTrR2s9W3XC9NoW2ttV61+8In20riN/Bl7lDV8SpFxHZ+xR1nDpxQZ1/EZe5Q1fEqRcR2fsUdZw6cUGdfxGXuUNXxKkXEdn7FHWcOnFBnX8Rl7lDV8SpFxHZ+xR1nDpxQZ1/EZe5Q1fEqRcX27fHbv3t3s37+/G8zevXubffv2MTFivGsmtVrvq9fqRwPcrvyZ4LQNtbarVj/4RHtp3Eb+jD3KGj6lyLiOz9ijrOFTiozrpQ8TI8Y+K9V44vRc+ODjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPw5/H2YGOH3cRSt9bio1Y/GWH6wFI17UVut8axbP/gs2vPkzyIhHl9eCB98vICPlvnDxAjvZaO1noC1knLH2BXPBGuNZ936wWdmh2fN5E+GERTxCVCyJnwyjKCIT4CSNeGTYQRFfAKUrAmfDCMo4hOgZE34ZBhBEZ8AJWvCJ8MIivgEKFkTPhlGUMQnQMma8MkwgiI+AUrWhE+GERTxCVCypu3yYWJEthOWLPL+vIfCBx8v4KPkDz5ewEfJn53vc1T7+14bfjPqRG+88cbm5JNPrtPZYdgLPn6n4oOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfJnPX3e/va3Nx/+8Ie7wR133HHNAx/4QD/QbYqSPx4eH3y8gI+SP/h4AR8lf/DxAj5a5g8TI7zXIYuWO+aQrXiHrAgfv6PwwccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPlvnDT2l4LxutdckUrWS7LmUWbWCt7arVDz7RXhq3kT9jj7KGTykyruMz9ihr+JQi4zo+Y4+yhk8pMq7jM/Yoa/iUIuM6PmOPsoZPKTKu4zP2KGv4lCLjOj5jj7KGTykyruMz9ihr+JQi4zo+Y4+yhk8pMq7jM/Yoa/iUIuM6PmOPsoZPKTKu4zP2KGv4lCLjOj5jj7KGTykyrpc+TIwY+6xU44N/z4UPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/Nk+HyZGeHsbJXEtT4MPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/Nk+HyZGeHsbJXEtDxMjPA8++CwQ8GGOP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5M+h9bnllluam266qVvpscce25x99tl+AEW01v5at360meWlgItNX6q6bttVazz4LN795I83wgcfL+Cj5A8+XsBHyR98vICPkj+r+TAxwnvZKC/cLQ8f/HsefPBZIODDHH/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8mfQ+tzwQUXNFdccUW30l27djU333yzH0ARrbW/1q0fbSZvfBc7u6jiU4AUVXwKkKKKTwFSVPEpQIoqPgVIUcWnACmq+BQgRRWfAqSo4lOAFNXSh4kRBdAq1VonSFpnuWNWGUdattZ41q0ffNIenv9L/szbkD/eBh98Fgv4JTj+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJn8U+TIyYNyJ/5m0UwQcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX9W82FihPey0VoTCLQSEtdS4+N58MFngYAPc/zBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/FvswMWLeiPyZt1EEH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/FnNh4kR3stGmRhhefipCM+DDz4LBHyY4w8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPlzaH3ufve7N3fccUe30qOPPrrZs2ePH0ARrbW/1q0fbSZvfBc7u6jiU4AUVXwKkKKKTwFSVPEpQIoqPgVIUcWnACmq+BQgRRWfAqSo4lOAFNXSh4kRBdAq1VonSFpnuWNWGUdattZ41q0ffNIenv9L/szbkD/eBh98Fgv4JTj+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/DRMn+YGOG9bLTWBAKtpNwxdsUzwVrjWbd+8JnZ4Vkz+ZNhBEV8ApSsCZ8MIyjiE6BkTfhkGEERnwAla8InwwiK+AQoWRM+GUZQxCdAyZrwyTCCIj4BStaET4YRFPEJULImfDKMoIhPgJI14ZNhBEV8ApSsabt8du/e3ezfv78byd69e5t9+/ZVu5JurfexNbjt8sl2UV+stV21+sGn3zWzBfJnlqYL4IOPF/BR8gcfL+CjZf4wMcJ72SgvLCxPtRe4WkuZuH7NcbTW/lq3fvCJ93feSv7kGtMyPlOTvAWfXGNaxmdqkrfgk2tMy/hMTfIWfHKNaRmfqUnegk+uMS3jMzXJW/DJNaZlfKYmeQs+uca0jM/UJG/BJ9eYlvGZmuQt+OQa0/J2+TAxYrovFrXw/rMXwgcfL+Cj5A8+XsBHyZ+d78PECL8PbbTWA0Ar2a4XptEG1tquWv3gE+2lcRv5M/Yoa/iUIuM6PmOPsoZPKTKu4zP2KGv4lCLjOj5jj7KGTykyruMz9ihr+JQi4zo+Y4+yhk8pMq7jM/Yoa/iUIuM6PmOPsoZPKTKu4zP2KGv4lCLj+nb5MDFivB+WqdV6X71WPxrzduVP5FVru2r1g0+0l8Zt5M/Yo6zhU4qM6/iMPcoaPqXIuF76MDFi7LNSjSdOz4UPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJn8Pf57nPfW5z++23dxu6Z8+e5txzz612pWHy5/DPn2gLa+33Wv1ojOUHb9G4F7XVGs+69YPPoj1P/iwS4vHlhfBZzYeJEd7LRms9wWglJK6lxsfz4IPPAgEf5viDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+W+cPECO9lo0yMsDzVZv5qLWXi+jXH0Vr7a936wSfe33kr+ZNrTMv4TE3yFnxyjWkZn6lJ3oJPrjEt4zM1yVvwyTWmZXymJnkLPrnGtIzP1CRvwSfXmJbxmZrkLfjkGtMyPlOTvAWfXGNaxmdqkrfgk2tMy/hMTfIWfHKNaRmfqUnegk+uMS3jMzXJW/DJNaZlfKYmeQs+uca0XPowMWJqtHRLrQ/ItcJyxyw9iGzBWuNZt37wyXbyTJH8mYG5qxkffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/FnNh4kR3stGa00g0EpIXEuNj+fBB58FAj7M8eeAzxlnnNHcdtttXeW0005rLr744q6MD/njBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfJnNZ+jrr/++g1/F6IIIIAAAggc/gKPecxjmltvvbXb0Ic//OHNy172ssN/o9lCBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQOAIEOCKEVvYyVwxwuPhg48X8FHyBx8v4KObyZ/du3c3+/fv7zreu3dvs2/fvq7MjEtvjQ8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPxZ7HPBBRc0V1xxRbfgrl27mptvvtnfqYhu5nyw6KKrrls/GhT5E+2poQ2fwSIq4ROpDG34DBZRCZ9IZWjDZ7CISvhEKkMbPoNFVMInUhna8BksolLpw8SISGnJtlonSFpduWOWHMJosVrjWbd+8Bnt5rBC/oQsfSM+PUVYwOcAy5lnntlfMYKf0ghTJWwkf0KWvhGfniIs4BOy9I349BRhAZ+QpW/Ep6cIC/iELH0jPj1FWMAnZOkb8ekpwgI+IUvfKB8mRvQckwL5MyEZNeAz4phU8JmQjBrwGXFMKvhMSEYN+Iw4JhV8JiSjBnxGHJMKPhOSUQM+I45JpfRhYsSEaPmGWhMItMZyxyw/imHJWuNZt37wGfbxXIn8mZM50I4PPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHlDxMj5o14fM3bKIIPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+rObDxAjvZaO1JhBoJSSupcbH8+CDzwIBH+b4g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/iz2ue6665obbrihW/D4449vXvjCF/o7FdFa79etWz/aTPKn2NlFFZ8CpKjiU4AUVXwKkKKKTwFSVPEpQIoqPgVIUcWnACmq+BQgRRWfAqSolj5MjCiAVqnWOkHSOssds8o40rK1xrNu/eCT9vD8X/Jn3ob88Tb44LNYwC/B8QcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5b5w8QI72WjtSYQaCXljrErngnWGs+69YPPzA7PmsmfDCMo4hOgZE34ZBhBEZ8AJWvCJ8MIivgEKFkTPhlGUMQnQMma8MkwgiI+AUrWhE+GERTxCVCyJnwyjKCIT4CSNeGTYQRFfAKUrAmfDCMo4hOgZE3b5XP++ec3d9xxRzeSPXv2NOeee27D+8/ZjgmK+AQoWRM+GUZQxCdAyZrwyTCCIj4BStaET4YRFHeCDxMjgh23bFOtHaz1bdcL02hba21XrX7wifbSuI38GXuUNXxKkXEdn7FHWcOnFBnX8Rl7lDV8SpFxHZ+xR1nDpxQZ1/EZe5Q1fEqRcR2fsUdZw6cUGdfxGXuUNXxKkXEdn7FHWcOnFBnX8Rl7lDV8SpFxfbt8du/e3ezfv78bzN69e5t9+/YxMWK8aya1Wu+r1+pHA9yu/JngtA21tqtWP/hEe2ncRv6MPcoaPqXIuI7P2KOs4VOKjOulDxMjxj4r1Xji9Fz44OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/Dn8fZgY4fdxFK31uKjVj8ZYfrAUjXtRW63xrFs/+Cza8+TPIiEeX14IH3y8gI+W+cPECO9lo7WegLWScsfYFc8Ea41n3frBZ2aHZ83kT4YRFPEJULImfDKMoIhPgJI14ZNhBEV8ApSsCZ8MIyjiE6BkTfhkGEERnwAla8InwwiK+AQoWRM+GUZQxCdAyZrwyTCCIj4BStaET4YRFPEJULKm7fJhYkS2E5Ys8v68h8IHHy/go+QPPl7AR8mfne/DxAi/D2201gNAK9muF6bRBtbarlr9rJvPf/3XfzX3u9/9muc973nNd3/3d0eES7Udrj61tmsr/dx5553N1Vdf3dx0003Nx37sxzb/+Z//2Tz84Q9vPuMzPmOpfRMttJXx5P0d7H7+93//t/mzP/uz5nd+53eaH/zBH2yOPvrofPVhmeNPyNI34tNThAV8Qpa+cTt93v/+9zc/93M/13z4wx/uxqPjwzOe8YzuuNgPcBMFdxz78R//8eaCCy5o/vVf/7U55phjFva+nT7l4Nx2lcu6eupH7sn/Uz7lU5ov/dIvdXcLY4ezzzL5EaJkjav6/L//9/+a448/vvne7/3e/jVc2l9bHc+69SOmVX0y2r64bttVazz49Lt4tnCo8id6XJaDqrXfa/VzpOVPeW51n/vcp/mkT/oke251qPKnzJWovtn9rtz8lV/5leYP//APm7/7u79rHvzgBzff8A3f0Hz2Z392tJqV2g4Hn3KDN+tc9qM6PpHK0IbPYBGVtuKj9/t+//d/v7nxxhu78yZeH0bC6/cTBhx/4v2UWtfB5/bbb29+8Rd/sbnmmmua973vfd1z6Xd913c19773vdMwV/5ba7tq9aMN2MrxJwHUGs+69YNP2sPzf8mfeRvyx9vgs7oPEyMWm80uUesJhsSdJe4DtZ4Y3vve9zY//dM/3ehNjvL2nOc8p/mET/iEsnlS14fs+rBdH/z80A/90CS+bEON/HnLW97SvPa1r21uvfXWRm9Qzd30xtUzn/nMuXDXXmM86mi7+5HFZ37mZzb/8i//0px55pndvtYbWdpvf/u3f9vc4x73sA5zwe3ernJc5Xj+8i//snnVq17V/NIv/VLzgQ98oFtcJ/XHHntseddJvdbjSx3zxsGEt2so91e81OLWdetHIyZ//H7LfX7zN3+zufbaa7s7nHXWWc0jHvGIyZ3f/OY3d49jBT7rsz6refKTn7zp46omJ3z/939/86EPfajRhxp6c//f/u3f7POF1vtP//RPzXXXXdd83dd9naqTm8vDF7zgBd3EwdrHn8suu6y54YYburHc7W53a5797Gd3kxR/67d+q/nd3/3drv0jP/Ijm2/+5m9uHvKQh0zGvEyD265l7p+WSf3oWKzXCjo+n3TSSZ1/WmbZv3n+6A2kH/uxH+snuqQ+nvWsZzX6BtbcTePRhzp6/vuCL/iCucUm7a985Su7yRzptVHarnU4zqexKZ9POeWUydjnGv7v//6vUZ7kr+HWabs07lrjUV95/qi+mVut8axbP7LAx2fEMj76rfCXvvSls+dWmoikmztuRI/LcmSHKn/SuVW5/rKuc6sv+qIvWun4U/ah+qHarmjdUVs0nujc6j3veU9z22232XOrZfInGkPeFo0njy9b3kw///M//9M89alPbX77t3+7+cqv/Mrmcz/3c5s3velN3bm3zre++qu/etnVh8vtdJ9oozbjHPWjNnzmZA6070Sf3/iN3+geQ3NbpgncuulDUp2/5Dcdh6666qru3/XXX998+qd/evfFF73u13PQeeed13z0R390f5fN+Pz6r/96c/nllzcap26f8zmf032A656/+hWaQq3HRa1+NNTN+JSbWGs869bPTvVZ98eX3p89/fTTG31xQ+9v6Nz19a9/faPXXX/6p3/afNqnfVqZYkvVyR/PhA8+XsBHyR98vICP7oT8YWKE34c2WmsHayW8MLXU1Xz0Bs6ll17avXmnb9Tr9rjHPa7RhyxPe9rTmo//+I/3A2mj+nDpuc99bnPGGWc0j3/84xcuP7dAjfz51V/91W4W+5Oe9KTmvve9b7cqnRhqXPp2qm7vfOc7m3e/+93NX/zFX3T1uf9qjEd9b3c/uorHn//5nzf79u3rvxV9JDy+XvziF3ffZNI3kh/60Ic2J5xwQlP7g8m53FmH/V6OrVYeqt8jIX9Kv1Xq+Hit3Ecf4GtC3R//8R9335CIjstf8iVf0r0Jv2fPnuYHfuAHmic+8YlVjqv6UP2e97znUhMjfu3Xfq25+OKLu8kR0da5x5e28corr2wuuuiiqles0fOdPPQ8rQ+jvu3bvq174/QP/uAPmj/6oz9qnv/85zfnnHNO833f933Ngx70oGjYC9vcdi28c7ZA2c/LX/7yboyamLLqLc+fO+64o/mJn/iJRm8c68NITYb7xE/8xObcc8/tr34Q9a/xaPKE7GS47E2vIzSZ9Iu/+Iu7u5TbtWw/5XI1+klj05vnq0yM2NjYaPTNpEc/+tH9a7ga49E2rls/GlOeP6pv5rZu21VrPLLAx2fEMj76sErHOE06j86tNJlcN/fBUvS4LEdWa78v6iedW+k5Jt3mzq10DF7l+JP6y/8uGk++rCsfzH6icys3lhRbJn/SsnN/D+Z2za0ztet1xQtf+MJu8seuXbu6Zo3nda97XXfVCE0O0XPwZm873Sfa7lr7S33jEwkPbTvRRxMbdGVLXdVSV17RBLP8pte3uuKnziU0uTvd9JpXE5P0eNP7XpoArUncl1xySTcZQu93qf6ABzwg3WVT+aMJ4RqT3k/ROvX41zfb3fNXv0JTqPW4qNWPhroT88cQd6Ej3WfdH186n9TVFDVZX5PUtb/02lFfdviTP/mTLicX7eMoXmu/1+pHY+TxFe2poQ2fwSIq4ROpDG34DBZRCZ9IZWib+LRvRMze2g+AN/Svxq2d1bvlbmqNZ936EQw+Pj0Ohk87uWFD/1a9rVP+tB+ybDzykY8c5c+nfuqnbvze7/1ev1ntt2k32st99vW5wjptl8a42fE88IEP3HjDG94w2syDkT+jFaxQ2ex2latw/bRvUm+0h/2NdmJEebewfqT5hAhtY3v1lY32W8jdv/bEsl8Mn54iLOATsvSNpU/7ZuBG+83D7jHaTpDol1OhvapN1/6Upzxlo/3Jiz7mHu/9QgsK//Ef/9H13X7DfsGSGxvttzc2Hvawh80uV2M8qfPSJ7VHf+Xykpe8ZBLSeNpvnWy0V7mYxFZpqLVdZT/t5IKNr/iKr1hlKP2ycz4/+ZM/2T2367il5732jaX+PmVB42k/5Nu48MILy5Ctn3zyyRvtpYT7Zcrt6gMrFmr0k8Y257PKkGqMR+tbt340JnykMH/DZ95GkVV9onOrdXtcLBpPOrfKZebOrVb1yftM5UXjScst+nsw+4nOrRaNR/Gd7tNOUO1eD+XbmpzbqxNutN8sz0Mrl3e6T7TBySeKrdqGjxfbyT7tRN2Nv/qrv5psoPKnnYiwoXi66fxFx+D26qcb7cSJ1Nz9ba+It6FzA73v8Y//+I+j2FZ99H5Se8WIKu+H13pc1OpHUFv1UR+1xrNu/ex0n3V8fKX3IdoJTOLtbmm/p1j7Zb4UWulv6melOwUL1+pHXfP4CoCzJnwyjKCIT4CSNeGTYQRFfAKUrKn04YoRw6SRlUvMKPRk6+6jb7/opstSL3P767/+6+Zv/uZvukuSa/lTTz119ndVte26vLcuX64rS9x8883dFQze9a53dd/m1zeCTzzxxG61W5mBrm816ducmi2fvrGkS5DpN971bUjddPlPzcrPv5n8D//wD91sfcX1ExyPfexjuxm7uoSZLhGqmfL6lnL5sxP6KZI3vvGNXV+6FJq+PdNOzOhm1R911FHqrv/GZPsCt1tW7brUqL5BrBn3uuz1533e53X969ur0a09ZnWXVNPMYY37uOOO67x12fn2BWujb1LnN10JRL8DqUvx6hte+vasLq+Ybv/+7//efMd3fEeqjv7qGwlaj35uo/2gpfnCL/zC/tux+YLap/qGg749oJuuyqBxqF3rVh/tB4nd5eGOPvro7tvBWrY9kW/aE/UuH/QN12/8xm/sfupCl2nUt+x0iVb99MeqN/f4kof2K1eM8N9QLM11Ob+0f/fu3ds9ZrXMZEZheccl6m5/LXH3fpF160cDw6ffPWGh9NEVI3RM0jckdDz85V/+5f5++skj5aCOL/qmVLo6gK408MEPfrC7EoyulpBuOu7oG1K66Xik+83dlrlixN///d93V9zRsU7f/C1/LuqjPuqjGv0EiI61uqXnLx2X9Vyj57x002WndSxcdCt93PI6Xmob9Y3//KbHxSd/8id3ljoOlzc56yoY+ikOfVNFfejKSuWVJdLjS+PWc4989byv++j4rfWnb42W61Bd+0zfgtHzip7fHvWoR3XPJ69+9aurXDEiX6d+ZkWXDz777LO7qyPpp0+ibdc26LXHz//8z3fLfdVXfVXeTXe1qfR6QQE9/7ZvBnfPtXJO5oql/avnrPSaQ+357e1vf3t3mWP9/biP+7huuS//8i/vnsfTcnLWP13tw71O0vNnfovGptcH97///fvF9NwfjS29hksLqu/P+IzP6Kppv6d8Tsvor/apLq3cnkB1VxdT39qe8rdw9TpPrwX0mufrv/7rV3rNk69PZTeectlF9VUeX3N91RrPuvWj7cVnbq8faF/VJzq3cvvdPS7Lkem8QucSus2dW5XHjLIP1d14FE/nVroSUbrNnVvlV4yIzq10f10hSseGuXMrPYfr+K1jzNy5VRqHjjM6D4vOrfScoG8558fDdD/91fFT36rWujSmuXOr5KNzCHdupeO7XitHt3RupedRfct77txK981fx+i5uTy3aif3d+e0Wp/2SXRupfM+/XSVnmvnzq3SdkXH+Wgb1Kaf0sgvza+21I+uOPm1X/u13fOw2jdzW/XxFa0jjWeV7doJ/WiM+ER7amjbyT660qmO5+V7IMrndsJE8zVf8zWNrsiim65g104Gbt7xjndMHo+K65xKr8l0pYn8+LdVH/38oX4eUO9f8fiS9PTG8Wdqkrdsl8+6Pr7K59Tko9c0eozpNcpmfg4z9bMuj1PlwFaPP+pj3bar1njwkYC/kT/4eAEfJX9W9GlPkmdvzJibpekC+Oxsn+hbTW6LfvRHf3TjMY95zEZ7CbCN9kPnjec85zmzi7cnchvt76d1s9fbN026v/q26Pd8z/d0M97bh2n3LUzl0FZu7e/IdevJZzy1bwqOrhhx9dVXT775q29DaVu0bDtJYaP9IH2jfYOnG2c7IaL7Fmp7qcKN9k2mfnjtyWgX17eG2p8d2WgnlGy0H5B1bZqpn27pcaH1qm9t67d8y7dstJfS3WgnBWy0v//YfQtA/bQTLdLd+r/61qv61/0+//M/f+N7v/d7N2So+6tN5fLW/nRGtz3aJi3TvqnW19Wmf+Wt/ZCw+wavlm8v5bjxIz/yI/03DrSO9rfvRnfRdmn/qS/Nwm5/n3yjfcLZ0LdWNTYZqD1ZPP3pT+/q6l/xdmJG961e5Y++2Xzaaad161W8faNztK5lKsk5WpYrRmzuGwztB55d/miftG/29rT546tvXLHg9tcqXa1bPxo7Pn4Plj66YoSOB+0H7l2+pW9H6Jik3Gsnp2388A//cH/FiPYNv432Q6CN9oP/ybGs/RCqPyapX3dL38ZwV4xofzO760/HNY0lHT/T33YywUb7QfHkG0Ltm5EbZ555Zre8jm26r9a3zK30cffR8XXVK0boG186BuvKSe3PbGzIqZ1c0o1RV3LIb+nxpedBbYOe47S8vqWWTHTcj27txMLuPtr+5z3ved3+03OCzPR8WfOKEW9729u6delYr5ueY9tJEtGwNpQj6XWLntfTvkx/9byc39o3rbrjn+IyyJ9P1Y/+6WoV5U3P3e3PdPRuymG9zpKbHNoP8/q7yLmdjLjwdZIeC/ktGpteZ6Rt0d9obOojvYbTMhpP/hou7fd8XSq3b4r3uaPnf1nqW8LKp3bi0GhxvebRNwtltsprnlEnd1XmxhMtu6htlcfXXF+1xrNu/Wh78Znb6wfaV/WJzq3cfnePy3JkOma0k7i6x9jcuVV5zCj7UN2NR/F0bqVyus2dW+U+0bmVXkvqmLDo3KqdLG/PrdI43LmVzk3Vz6JzK10Nyp1bJZ9F51bRc1p5bqUrX+l5WwbRuZW2S+dT6bgcnVtpu9rL23cEc+dWur+e39y5VdquZLnZv+qnnTDSbZOu8rWVW54/m+2n5napr63eao1H45CPntP1nKp/+fP2suOsNZ516yf5LOswt9x2bZdeh+VXjND7MO0kse743P5sXPceSxqzzi90dTR3e/Ob3zy5ctpWH19cMcKJH4htV/7MjazWeNT/VvNHfdQaz6r97ITHV+7TTkDqnsPbLyKoeeXbqj5zK6jVj/rfyfmDz5yAbyd/8PECPkr+bJ+Pvj0we2PHzNJ0AXx2tk/05p3fogNR7ffzzz9/qZNzvUmjN4Pab7iMutYHEfpwQX1t5aYPCfShev7Cq3zzrv025kb7DaRwNelNf01S0CSE9AaP7qPLg+YvTttvCHcfiJUdpQ+DNHFCt/xxoRNcbb/6/+d//uf+rupXbXoRXN7SpeTbb5KOfHQffbDVXn2ivMuorn7bmf2jttwnBdpv2XYfcGiM+U1vvMqw/LAo3672W7T9BBdN4kg/WXHLLbds6KdL0k0fomj70wdC7bewu7omoSRbffAWOaQ+5v7m4ymXYWLEOA9Ln7k6EyPmZHx79Pjy95hGXT5Pl55vWbd+NNLSJ02MUEwfmuu5SLf26hDdh9Aq5xMjVNd2veY1r+k+PFC9vH37t3979wF+2Z7Xl5kYkZbfyk9paEKdjnsHa2KEPjjRBz/5Px3H9eFJ+VMa7RUiurFoAkT5UxN6/tM42ys8pM3un7809vYKHX17KujN2eg5SBMV9GH5K17xim7RlIf6kCh9MBZ9iJT6dX/L/NGyem75si/7sv5u+kkWbUs+mbEPtgWN52D/lIZ+hkhjKH8eRs912mfySZNyko/G6F4n6cOuuZsmXOjDqchn7j6pXR8K5h+w5ONJy6TJJ/pQJs8dXcb5RS96Ubet6TVTuk+a7LTKa5503/xvNJ48vkp5Mz5l/7XGs279aDvxKff2uL6qT3Rutex+Lx+X45EMr+s2e8xI/S0aTzq3Ssvr79y5VeSTn1tpEkKa/Dh3bqWJhRpTfivPrfLY3LmVJnRrYkR0TpHOrcrnyOjcKvKJzq3yMaVyeW6VfObOrdL99Hfu3Ep+7VV7+kXnzq30XOvOraLt6jtdofCWt7xl42M+5mO6CfUr3C1cNPmEwSUba23XuvWjzZdPeg2l1xc6T1v1tm7bVWs8yWdVj3L5WuNZtR99cKuJXppsrX86xuinYMt+9JjWvtdrslVvW318MTFisXi5vxbfI15i3frRKLeaP+pju7ZrJzy+ko/ec9ZjPD8fV2yV23Y5uzHu5PyZ265azuofnznlA+344OMFfJT8Wc3nKB3c2ieig3678cYbu8vUH/QV7dAV4ON33MHwad+o71bafgDlVx5E229FdpfWfv7znx9EhyZd2lvL6JLi+U2XjtVlRXWZUl06bKu33EeXJHzxi1/c5Jdbn+tflz5vP6xp2m/idJds12XSN3PTpaVf+tKXTn6CQpc01OXQ2jfkRpc21Dp0iXhdRluX7M5v7QdSTfumZ9N+wNRdjjqPtSfF3c+S6BK6czdd7lb3bb811C+S+6hRl3bVT4Cov5NOOqlfLhU0Xjnqp0WiS3K3b8o1L3vZy7qfLNGlzOdu3//9399dhvWiiy7qFmnfbG3uec97dpc11yV1dWvfwGy0zdpntW66pKT6109qHHvssQu7LX0W3uEwXUCXfm/fgOm2TpcYbt+k6cr4+B2Oz2o++WNeP7ugnxqSoX4Gob3SQHdpZv3Ek37+QcfVdNPlvfVzCFdccUVq6v8+61nPau51r3s17QdLfVtZuP3227ufgVC/7Zv6ZXhU13E5HaNHgSUq//mf/9n9jIQud3388ceH99DPC+U/dxQu1Dbqpz3yn6741m/91qb91tjc4t1zSjvJr4/rufcTPuETumN135gV9LNT+ikTXcp7mVv7TeKuL11WN7+1kyUbbbd+2qq8yV3PI3pO0k8orXorH1/tB/Pd85bWpZ8D0a196d95tlfE6C4/HK1DOaLnH+XYsjeNWz/VpZ8EcTeNSftJY9LPTJQ3ja+dyNHo+bl8zbXZ10lpbPoJpHaSRLlKW1/mNdwTnvCE7nWLnuuj2zd90zd1+/x1r3tdH97Ma57+zgepUObPQVrNju0WH7/rVvU5nM6tcpm5c6vI50g5t8p9VI7OrXKfnX5upW3Ua5L2iw3duXON87bcR/1zGwvIR69r9dNuuun1nH6yhtsBgZ2cPyeccEL3szf5vtTP0JbvX6X3TtoJUt25Rb78ovJWfTQePc7L1/yL1rtT4lv12Snbudlx7mSfnfD40n7RY0zn6jo/ftKTnrTZXbWW99vJ+XMoQPHxyvjg4wV8lPxZzYeJEd7rkEVJXE99MHzcm3c6+dJvs839Ttkyb6pri/SG/y/8wi807eWVRxuo35DVG/n6IOVud7vbKLaZSu4z9+Zd1K/evGu/vdz9pvwyEzT0u7SXXXZZ98aQfuf2Hve4R/fh8b59+7oP6/RmUX5LHxK0E7Dy5q7sPuT72Z/98KmXyQAAQABJREFU2ab9BnTTfvOp+w3w9ptaneVjH/vY0e+UTzptG5aZGNF+s7Vpv5XQtN+Kjrro2vTbsXqh3l4CdrKMJkbopg8v3U0TI/SBUPogKJ3c60PB+93vft1d8w9JXV+rxJgYsYrW4mXzx9fipY+8JfDx+7z0yR/zOj6ceuqp3Zu9mjCnY6aedw73iRGaLPDyl7+8g9PxSpM6opueB/JJHJoYoedOtZc3Hfs1cSSfGNF+Y6Zpf9YqnOCm+2uSSHtFgEbjyScGtpfxbX7mZ36m+x329tu5jT741zG7vXJSt9ryTVJ9SK/t+YIv+IJyWF29/QmpbqJajYkRmlDYfoOyezMp/+1zrV+/rX7VVVeFYziYEyP0u8/6HXhNzMgd84Ho9YP8yok9m32ddDAnRrRXiOj2d/ttxu41SL4dqdxeGaNpL4/f5VBq2+xrnnT/g/G3PP4cjHXs5D7x8XtvVZ/D6dwql5k7t4p8jpRzq9xH5ejcqvTZyedWmjytD201mVUTBmufv5ee1Jtu0jATI+YzoXx8zS+5fhF9cKuJyToH0u1zP/dzm4svvngyMaK90k43yVqvM/W+0Cq3rfowMWIV7cNv2a3mz3aK7ITHlyaWtz9n3Oh936/5mq/ZTq6Dsu6dnD8HBaToFJ8CpKjiU4AUVXwKkKKKTwFSVCc+7ZvyszculTNL0wXw2dk+0eVe0xa1VxPY0OXzopv2+yo/paHLoZY3/axE+9jcaCdGlKFN1fNL5ZSXe3Ud6nKv+n1u3Rbl80/91E91Y9ZPTOh36NsPhrpLIOoy07pEti6HWPaTLvfaBYr/0m/ZF819VUbtCWn326K6BLnWocvC6dLZ7hZd7jX30X11GVZdVtzd9Fu47dU++kVyH13utX3zt4/NFbSedJl8LfPf//3fnWE7MaK/S35Z/b5xiUI+nnJxfkpjcT6XZq5e5o9bdi7m9tfcfaL2detHY8Qn2lNDW+lTPubbNwS640I74a6/Ez+l0VOMCvqt8pe85CWjNlX0uGivHDD6KQ39/JOeZ/VzDHrecv/ayRldn+qnfaHcPdfouaS9WsBG+03F7uew9Pvx7WS5/jkzDSJd5leXKk+38nF64YUXbtT6KQ1dqlzPhxpf+U/b236bMg2j/6vxHMyf0tDvRGvdzlixdrJgN6bcR5fFd6+TtB+j28H8KQ39vrW2Z+5nyDSed77znd0yujx+uqWf0kj1/O+i1zz5srlP3r6Zcnn82Uwftcazbv3IAh+fEav6ROdWab+7cyuNYpWf0tjMMSNtaRpPqi/zd+7cKvLJz60W9Z3OrfTc5s6t8n7mzq20Xe4nt9SHfs5Il6vXudvcuVXkE51b5WNSOTq3Kn3Kc6u8j7lzq3I8c+dW7VWq+u7K11kKlP30Cy9RUL7pebed5Nj9fKL6qnErfTbT51a2K1/fuvWjseGT76FpeSf76D0dvXZMN73e1muuKA+1bPslnLTo0n+36sNPaSymjvbX4ntNl1i3fjTCreaP+tiu7Vr3x5d+4lLnWfoZDRlt9bZdzm7cOzl/5rarlrP6x2dO+UA7Pvh4AR8lf1bz0beZZ28c+GZpugA+O9snevMubZF+E1a/sR7dtN+PtIkR73nPe7o3hMrfDk8+esOw1sQIrUsfSpSPL3341H6ToPs98rkPSjSe6M278omhvRT7Rvvt1jT88K+2qb2qRR/LxzP35l2/8F2FuTfvmBhRSg313HloXb1Uqx+tucyf1UezfSfGc2PFZ07mQPvB9CnfsNe69EFF+5M6/aCYGNFTjAqrTIzQHdufr9hofxJk1IeraF+0Py3V/aa1nnPKm94kTZMJ85g+8Gt/ZqNvKvNHH0DVmBjxvve9r3sjKX8zuV9pWzjzzDM3fuiHfihv6soaz8GcGKH+9QZXe9WTybqjhtxnHSdGaMwa15VXXhkNv2v7tV/7tQ1NzshvTIzINablfL9Po8u31OpHa+T53buv6hOdW6X95c6tNIojbWJEOrfS72rLqLzl51Z5bDMTI9K5Vd6PytG5Vdpf+bLRuVUeVzk6tyrzpzy3yvuYO7cqxzN3bnWwJkZoQr6e39JE93I8+TasWi59Vr2/lq81nnXrR9uGjxTmbzvZp/zgNm1llIfnnHPOpl5Db9WHiRFpr8z/jfbX/NIHIm9961s3/vIv/7L793d/93dd42b6idZTqx/1vdX8UR+1xrNqP+v8+PrRH/3R7jlVj69Vt0um0W3d+tEYd3L+RMZqq+WsvvCRwvwNn3kbRfDBxwv4aJk/TIzwXjbKE4PlWfsnzujNu7RF7s077fcjbWKEZunrBXY0ISF9i6bWxAh9m0jfnI4eX7fcckv3Qrq9XHXaVZO/0Zt35YFPbxDqTS59Azi66RtX+mbQe9/73j6cj2fuzbt+4bsKc2/eMTGilBrqufPQunqpVj9ac5k/q4+m3olEre2q1Q8+i7OhzJ9yYkTUQzQx4hd/8RcnH8Tqvu1PP23owwb1626aeKHjnr4xuuimD/l1LG1/UiBc1OXPBz7wgW49+USPsJO7Gksft+yqEyNe9apXdc9d7U8/zXabj1Pb1V7Wd6P9GY3J8opp/dHECL3Jo33wwQ9+sLtf7tP+7nrnUWNixM/93M+FOZAGq+c0faBfPldrPO3Pjyy8UlLqJ/3VNrWXOk3V8Hk5BfXc3V5mvPugLbWVf5N17rPZiRFpbKvkTxpP+QFsPp60jJ7n9+zZs9H+BFZq6v/+13/9V7cfvud7vqdvU4GJESOOSSVyniy0REOtfrSqzeRPOcRa41m3fjbjE51bpe1y51ZaV/m4nHPe7DEj9ZfGk+rL/NXxRhMYy1uUP8teMSKdW+nqgRpTfivPrfLYZiZGpHOrvJ9ULs+tIp/o3CrdP/2Nzq1yn+jcKt1Xf+fOrcrxzJ1bHYyJEfrgRq+b2p8364eaxqNJJeVzbb/QkoXcZ8m7TBZL45kEVmxYt340fHz8TtzJPqt8cJuutKrJV9FNj329Nm9/Tm8U3qoPEyNGnGFlM8eNXbt2dcdVHVvbnwbs+t1MP9GAavWjvreaP+qj1nhW7WcdH196T0HP39rv6fVUvl3R+ZYMl7nl/Syz/NwytfpR/zs5f/CZE/Dt5A8+XsBHyZ/t82FihLe3URLX8lR7Iai11HphoTezdZk+fZD0zd/8zd0/lct/7W/Jjq4YoX2dltHlsr/pm76pu2R0atPf/Gcx9GaJPrzXi1JdeSJ9GKBtUUxXXtCLQr2J3v52uZq3dPuTP/mTfnx680onhhrT3GWg9a1TvRGmD1n0xr+W1Xbpn8ZdvtGjuMarS6/KQjd90KQP79Suf5deeumGTkzT40Ifjr3xjW/sYrp/up/uK6v291m7k9j8jSzFdKly9afLy7e/+66m7qY+Hv/4x2+0v+mdmvq/+okKxfVP5rocbarrb3SlC31gpvXoMrbaJ7rpQy1dlULt5cm3xq8Tc7kpd57+9KeP1vGv//qv/XhU0D5/2tOe1i2b9n/6KQ25pHXqw0x9Qzldyn3Uiakk57SITNM2p8ua61LfqU25P3er9fjK9/Hcuha1l9u1aPm5eK1+1D8+c8oH2vFZ3kfH3u/4ju/oHvN6bObHOPWi46ban/nMZ27og4x0XFA+v+1tb+uOTfrwW28uaFl9a12TuHTMUr/qP7/p+JqOAfo2v5Z785vf3LeVx990Xz0XaNlXv/rV/QfDOmb90R/9UTc54LLLLhsd0zWJLK0njVPrS21z69H6ls0fPZ/p+K83VVROkzZ0bNN473Of+3ST3XIDLaPnDX2zX2/CpPvoOe6GG27Y0LfQtJ1pfHLW87ueF9O3mPS8oOcQtWnZ9JyZv4GjMeiqEfrZDj2Hqh+16eeg9JykD/JOP/30LpaO/cl60d/ko+dcfbCoS3nLNU3CSPfXhJf0wbxed+THfI3nFa94Rb//k4OeNzTx4ayzztpofz89ddX/1XOTXg+lyYjqRxP7dMljuebbolzVtuqqFdof6aZxyl5X70hXWFA/73//+7t+F71O0oeA0eukNLarrroqrarbj9HYtL6Ui/qr52b9tEdq03j1E1T5TTZ6PaX9mnJBcT2vaj9oW9RvuunxqO1UjqjfPOZe86T753913/z+eWzVcsqfVe+XL19rPOvWj7YRn3xPT8vL+Oh44s6t9PjSP3duFT0u1abHTrrpmPGud71r4bnV3DEj9bNsHqbnY41j7twq94nOrXRf/XPnVjrvSM/1c+dWaewa09y5lY5hL3rRi+y5lc5t8ucOja08t0o+i86tdHW/8laeW8lH65s7t9L99dzlzq3SeLSsO7f68z//8/45KTq3yvtRX4tueq2k47l+OjHtR/1N+aznIJ0Xb+WW589m+1l1u+bWs279aJz4zO2tA+070UevTfU40rmLJpGlx1Z67T6Xh7/+67/ePR41+S69r6LX4Tov0WtsvVbTc0R+24zPbbfd1o9Jr5s//dM/vXvMa5w6jueve/N1LSrPbdei+5XxWv2o38341BgPEyNKxcX1Zff7Oj++dH6m51RdkTc97tPzqep6naWriWzmtqzPor5r9aP1bNfjK9rGWttVqx98or00biN/xh5lDZ9SZFzHZ+xR1kofJkaUQivUeWLwWOvok765qRdli/7pBCzd9C2mRcvrKhLppkkC+fL6QCTd9KZUHrv22mtTaNN/v+RLvmTUZ96/vsGT33QSmcejcvTbvZpEkZbVBxkq6xtUOiFNHxipTW/uad/rm7Vpef3Nv22jDyTyWP4Bji73rQ9p9CGXltGHDzrhVVmO+VUc0nbpDbC8v7KsN/2im74VnT5U1Hp0P22bPswqb9dcc41dh+6bf1CmN4DTOFTWLbfXB5q66bLnWi59YNQ1LvFf+fjSBz1pfdFffRNr7lY+Mcwt59rL8bhlXWzd+tFY8XF7DB+vM/bRh8P541MfIuc3vdGex/UmgW7pcZEuP5mOwVpWk7ue8YxndPdT/+mmD0nyvubK6Q3GdL/0V2/4p2OvxpHurzHqjQyNSTe9mZli7m85eSytZ5nHl9ZX9q0JGLrpuTeP6aoF+e1DH/rQxgte8IJ+mXSs133KCQHaJn3Apw++Fc+dn/WsZ3WTDtO6XvjCF+ar6X4CShM3FN+9e/fGx3zMx3TPL5rklyYlKFZOuht1ElTkk74tl9atv/lPhOiN2vRclpbRFSLSTdulN4z1PKHltF1p36qsKx/kz8PpfvqQTs+76lM5oG1SWYaaNFPelHNnn312b5fnjZ7309WSNJ5XvvKV3XJpvKu+TirHlrY/Gtsyr+Gi50i9Qa4JShqjnFI+aEJN+bjZ7Gue0lB1+ehfjdsyj69F66k1nnXrR9uNj9/7y/jojez0OF70dyvnVls9ZqQtXTYPy+fjfNvSuVXyyV/f58vl5a2cW6XjgTvOlLH8mJ7OrdIxTMfJ9BxQnlsln0XnVjrWR7f83OqEE07oj5/RuZVMcqOorNcYafu3cm6Vtisac9T2O7/zOwvHpokoW7ml/NlKH6tu19y61q0fjROfub11oH0n+qTzlfKxnl67uzzUz5ul1/Dp+KV+LrzwwnDCwmZ88tet5RhV11UkNnNz27VKf7X60To341OOdTPjYWJEqbi4vqzzOj++0tUiosdVavuzP/uzxRjBEsv6BHcdNdXqR51u1+NrtEF3VWptV61+8In20riN/Bl7lDV8SpFxHZ+xR1krfY7SAu0TUXhrvynQtR9zzDFhfJXG9k2T5pRTTlnlLpNla41n3frRhuIz2d2jBnxGHJPKofJpJz0073jHO5r2g6amnRTRtCc2k7HUeny136Ru2g9RmvbDtObYY49t2jfXmgc84AGT9S3T4Hzab6I2N954Y9N+w6xpT4abT/7kT24+8iM/ctJtre1at360oc5nAjHTsG7bVWs8+Mzs8KyZ/MkwgmJtn/aktLnuuuua9sP35lM+5VPC41UwjK5pM4+L9koCTXtFheZBD3pQdxz+iI/4iGYz/cyNqbbP3HraD666Y337gVZz4okndtvzUR/1UaPF03Z99Ed/dKPtbickdM9zD3nIQxq1LXNrP4xq2gmPTTu5r2k/xGnktZVbbZ92EkXTThJt2qtmNO0bzM397ne/hcNrJ1U07ZtV3XOxniPve9/72vvo+budzNLoflrH/e9//+Zud7tbf5/kXOP8or1iVtN+q7y5xz3u0a3ruOOO69ezbGHReNoJEl0+HHXUUU377cHmXve6V9j1on7COwWNtfpR17XzJxju0k21tqtWP/gs3nXkjzeq4dNO8mraK9E0Or7MnVv5URyILvO4aK/e0Pz93/9999w2d261TD+LxpPOrf7wD/+w+eIv/uLZc6tF/SheYzzr2I/GVCN/8JHk/A2feRtFdpqP3rpuJzA37RXSutfZD33oQ2fPg3h8+X2/XT6XX355o3NZ3fT+Xjs5b+3yUGPbLh+tu7wdqscpjy8+/ypzL6/XykP1eSQ+vnLLRWV8vBA++HgBHy3zh4kR3stGeWKwPNVe4GotZeL6NcfRWvtr3frBJ97feSv5k2tMy/hMTfIWfHKNaRmfqUnegk+uMS3jMzXJW/DJNaZlfKYmeQs+uca0jM/UJG/BJ9eYlvGZmuQt+OQa0zI+U5O8BZ9cY1rGZ2qSt+CTa0zL+ExN8hZ8co1pGZ+pSd6CT64xLeMzNclb8Mk1pmV8piZ5Cz65xrRc+jAxYmq0dEutD8i1wnLHLD2IbMFa41m3fvDJdvJMkfyZgbmrGR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8Wc2HiRHey0ZrTSDQSkhcS42P58EHnwUCPszxBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfLfOHiRHey0aZGGF5+CkNz4MPPgsEfJjjT32f3bt3N/v37+863rt3b7Nv376uXD5x+jXH0Vr7a9360dbiE+/z1IpPkoj/4hO7pFZ8kkT8F5/YJbXikyTiv/jELqkVnyQR/8Undkmt+CSJ+C8+sUtqxSdJxH/xiV1SKz5JIv6LT+ySWvFJEvFffGKX1IpPkoj/4hO7pFZ8kkT8F5/YJbXikyTiv6UPEyNip6Vaa31ApZWVO2apARQL1RrPuvWDT7Gjgyr5E6BkTfhkGEERnwMoTIwIkmOJJvLHI+GDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBH1X+3P3ud2/uuOOObsGjjz662bNnj79TEV2397VqjUebyeOr2NlFFZ8CpKjiU4AUVXwKkKKKTwFSVPEpQIoqPgVIUcWnACmq+BQgRRWfAqSolj5MjCiAVqlyYuO18MHHC/go+YOPF/DRzeQPEyO86Vy0fGExt5xr38z+ivpbt340RnyiPTW04TNYRCV8IpWhDZ/BIirhE6kMbfgMFlEJn0hlaMNnsIhK+EQqQxs+g0VUks8FF1zQXHHFFV14165dzc033xwtOtu2bucFtcajDSZ/Znd7F8AHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/VvNhYoT3slFObCwPPxXhefDBZ4GAD3P8qe/z3Oc+t7n99tu7jvWNpHPPPbcr88LCW+ODjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/FvswMWLeiPyZt1EEH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/FnNh4kR3stG+WDS8vDBv+fBB58FAj7M8QcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPw5tD5MjJj35o3veRtF8MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyZ/VfJgY4b1slBNjy8MH/54HH3wWCPgwxx98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfLn0PrccsstzU033dSt9Nhjj23OPvtsP4AiWmt/rVs/2kze+C52dlHFpwApqvgUIEUVnwKkqOJTgBRVfAqQoopPAVJU8SlAiio+BUhRxacAKaqlDxMjCqBVqrVOkLTOcsesMo60bK3xrFs/+KQ9PP+X/Jm3IX+8DT74LBbwS3D8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+CjZf4cdeedd274u9SJ3njjjc3JJ59cp7PDsBd8/E7FBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5M96+px11lnNbbfd1g3uYQ97WHPRRRf5gW5TlPzx8Pjg4wV8lPzBxwv4KPmDjxfw0TJ/mBjhvQ5ZtNwxh2zFO2RF+PgdhQ8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR7crf0466aTmve99bze4xz3ucc3rX/96P9Btim6XzzZt7sqrxceT4YOPF/BR8gcfL+Cj5M9qPvyUhvey0Vo/OaGVlJfysCueCdYaz7r1g8/MDs+ayZ8MIyjiE6BkTfhkGEERnwAla8InwwiK+AQoWRM+GUZQxCdAyZrwyTCCIj4BStaET4YRFPEJULImfDKMoIhPgJI14ZNhBEV8ApSsCZ8MIyjiE6BkTdvls3v37mb//v3dSPbu3dvs27ev4f3nbMcERXwClKwJnwwjKOIToGRN+GQYQRGfACVrwifDCIo7wYeJEcGOW7ap1g7W+rbrhWm0rbW2q1Y/+ER7adxG/ow9yho+pci4js/Yo6zhU4qM6/iMPcoaPqXIuI7P2KOs4VOKjOv4jD3KGj6lyLiOz9ijrOFTiozr+Iw9yho+pci4js/Yo6zhU4qM6/iMPcoaPqXIuL5dPmeeeWZz6623doM57bTTmosvvpiJEeNdM6nVel+9Vj8a4HblzwSnbai1XbX6wSfaS+M28mfsUdbwKUXGdXzGHmUNn1JkXC99mBgx9lmpxhOn58IHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/myfDxMjvL2NkriWp9rMTa2lnNHj1xxHa+2vdesHn3h/563kT64xLeMzNclb8Mk1pmV8piZ5Cz65xrSMz9Qkb8En15iW8Zma5C345BrTMj5Tk7wFn1xjWsZnapK34JNrTMv4TE3yFnxyjWkZn6lJ3oJPrjEt4zM1yVvwyTWmZXymJnkLPrnGtIzP1CRvwSfXmJbxmZrkLfjkGtNy6cPEiKnR0i21PiDXCssds/QgsgVrjWfd+sEn28kzRfJnBuauZnzw8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyZzUfJkZ4LxutNYFAKyFxLTU+ngcffBYI+DDHnwM+559/fnPHHXd0lT179jTnnntuV8aH/PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+bOaDxMjvJeNMjHC8vBTGp4HH3wWCPgwx5/6Prt3727279/fdbx3795m3759XZkXFt4aH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+WuYPEyO8l43ywaTl4YN/z4MPPgsEfJjjT30fJkZ407lo+cJibjnXXiuf160fbTM+bs/j43XwwWeRgI9z/MHHC/go+YOPF/BR8gcfL+Cjyp/LLrusedOb3tQteO9737u56qqr/J2K6LqdF9QajzaTx1exs4sqPgVIUcWnACmq+BQgRRWfAqSo4lOAFFV8CpCiik8BUlTxKUCKKj4FSFEtfZgYUQCtUuXExmvhg48X8FHyBx8v4KObyR8mRnjTuWj5wmJuOde+mf0V9bdu/WiM+ER7amjDZ7CISvhEKkMbPoNFVMInUhna8BksohI+kcrQhs9gEZXwiVSGNnwGi6gknwsuuKC54ooruvCuXbuam2++OVp0tm3dzgtqjUcbTP7M7vYugA8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv6s5sPECO9lo5zYWB6uiOB58MFngYAPc/zBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/Dq0PEyPmvXnje95GEXzw8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfJnNR8mRngvG+XE2PLwwb/nwQefBQI+zPEHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8ObQ++U9p3Oc+92muvPJKP4AiWmt/rVs/2kze+C52dlHFpwApqvgUIEUVnwKkqOJTgBRVfAqQoopPAVJU8SlAiio+BUhRxacAKaqlDxMjCqBVqrVOkLTOcsesMo60bK3xrFs/+KQ9PP+X/Jm3IX+8DT74LBbwS3D8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+CjZf4wMcJ72WitCQRaSblj7IpngrXGs2794DOzw7Nm8ifDCIr4BChZEz4ZRlDEJ0DJmvDJMIIiPgFK1oRPhhEU8QlQsiZ8MoygiE+AkjXhk2EERXwClKwJnwwjKOIToGRN+GQYQRGfACVrwifDCIr4BChZ03b5XH755c2dd97ZjeSEE05oTj/99GpX0q31PrYGt10+2S7qi7W2q1Y/+PS7ZrZA/szSdAF88PECPkr+4OMFfLTMHyZGeC8b5YWF5an2AldrKRPXrzmO1tpf69YPPvH+zlvJn1xjWsZnapK34JNrTMv4TE3yFnxyjWkZn6lJ3oJPrjEt4zM1yVvwyTWmZXymJnkLPrnGtIzP1CRvwSfXmJbxmZrkLfjkGtMyPlOTvAWfXGNa3i6f3bt3N/v37+8GtHfv3mbfvn3V3jeu9T6tBrddPtM91eAToWRttfZ7rX40NPIn20FBEZ8AJWvCJ8MIivgEKFkTPhlGUCx9mBgRIC3bxBOnl8IHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkz+Hvw8QIv4+jaK3HRa1+NMbyg6Vo3Ivaao1n3frBZ9GeJ38WCfH48kL44OMFfLTMHyZGeC8brfUErJWUO8aueCZYazzr1g8+Mzs8ayZ/MoygiE+AkjXhk2EERXwClKwJnwwjKOIToGRN+GQYQRGfACVrwifDCIr4BChZEz4ZRlDEJ0DJmvDJMIIiPgFK1oRPhhEU8QlQsiZ8MoygiE+AkjVtlw8TI7KdsGSR9+c9FD74eAEfJX/w8QI+Sv7sfJ+j2t/32vCbUSd64403NieffHKdzg7DXvDxOxUffLyAj5I/+HgBHyV/1tfnta99bfMLv/ALdoBXXXXVJD53v2jZ5zznOc3b3va2UR8PfehDmxe96EWjNlXOOOOMSdujH/3o5tnPfvakPVr2oosuavbs2TNa9oYbbmjOP//8UZsq0VgP5XY9+clPbr7u675uMq5Vt0u/M3vsscf2/Rwu29Vv0F2FzW5XOv5sNQ9r7a9a25X62ep28fhqGnfc2Ozja+4Yp+ORbuVxKu3PnfY3Pb522rgP1Xjx8dL44OMFfJT8wccL+Cj5g48X8NHtyp+3v/3tzYc//OFucMcdd1zzwAc+0A90m6Lb5bNNm7vyavHxZPjg4wV8lPzBxwv4KPmzmg8TI7zXIYuSuJ4aH3y8gI+SP/h4AR8lfw6tz0033dS86U1vav75n/+5eeMb39iorn/6gK+8Pf/5z2/0z91WuV+07Omnn96NJ1/Haaed1lx99dV5U1fOP+BPwac97WnNS1/60lTt/0bL6sPzhz/84f0yKsggmmwQjXXOI1p2q9v1vOc9r9G/8sZ21d1f6fjD/mpGE2hS3vH4OjBJqvZxY+4Yl+fhCSec0Ojf3KSbtI/W+W96fK3zGLdzbPh4fXzw8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8kffLyAj5b5w09peC8brXXJFK1kuy5lFm1gre2q1Q8+0V4at5E/Y4+yhk8pMq7jM/Yoa/iUIuN6bZ83vOENzROf+MR+Jfo2yamnntpccskl3d8+0Bbe/e53d/8e+chHds21nndq9aNB1fbpNnST/9Xarlr94LN4R5I/3gifQ+uj4/A111zT3H777c21117brfycc85pLrvssslAtMzxxx/ft9c6btTqRwMjf/rdExbwCVn6Rnx6irCAT8jSN+LTU4QFfEKWvhGfniIs4BOy9I349BRhAZ+QpW/Ep6cIC/iELH0jPj1FWMAnZOkb8ekpwgI+IUvfWPowMaKnWb3AG3PeDB98vICPkj/4eAEf3Uz+6BLh+aUdH/SgB3UrKZ84/Zrj6GbGE/W0bv1ojJvxuf7665vXvOY1zSMe8YjmCU94QpNvlz5M04dvmuygCRH5B2uRSd6W95O3r1qu1Y/Wuxmfcry1xrNu/eBT7ulpnfyZmuQt+OQa0/LB9tHkNN0e8IAHdH/Tf2o/8cQTu+O4jvFnnXVWc9/73rcLH3PMMWmxTf2tdRzTyg+2zyobWGu7avWDz+K9R/54I3zw8QI+Sv7g4wV8lPzBxwv4KPmDjxfwUfIHHy/go+QPPl7AR8mf1XyYGOG9bJQ3nizP6IMuv+TiKA9sb4QPPl7AR8mfAz67d+9u9u/f31X27t3b7Nu3ryvjUyd/NOFBkyE06SF9mKYPy3SFiFrPp+vWj+TInzr543pZt/1eazzkj9vrB2I8vrzRdvnoqhLnnXded/xLI9TPfbzyla9sHvzgB6emTf3l8eXZ8MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv5snw8TI7y9jZK4lqfaB11ay3a9sRttYa39XqsffKK9NG4jf8YeZQ2fAyJMjCgzY7n6svmjqz9oWd00IULfItY/XRGi1vFw3frRti7ro2Xnbuu2XbXGo+3FZ26vH2jHBx8v4KPbnT+aBKfJb/qpjX/6p39qbrnlloYrRsT7rNZxtVY/GuV2508uVWu7avWDT7534jL5E7ukVnySRPxXPnrOuOmmm7oFjj322Obss8+OF55prfV4X7d+tLnkz8xOv6sZH3y8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/FnNh4kR3stGa50gaSUkrqXGx/Pgg88CAR/m+HPAh4kRPk/mosvmjz4c04dkmgxRXna91vPpuvUjs2V95nzVvm7bVWs82jZ8pDB/w2feRhF8do6PPuA67rjjJhMj9LxQPie4reL443TqPV9oLTy+vDU++HgBHyV/FvtccMEFzRVXXNEtuGvXrubmm2/2dyqitZ4v1q0fbSb5U+zsoopPAVJU8SlAiio+BUhRxacAKar4FCBFFZ8CpKjiU4AUVXwKkKKKTwFSVEsfJkYUQKtUa50gaZ3ljlllHGnZWuNZt37wSXt4/i/5M29D/ngbfAafyy+/vLnzzju7hhNOOKE5/fTTuzKPr8EoKpU++rmMRzziEdvyQRfPX9EeGtrwGSyiEj6RytCGz2ARlfCJVIa2yEc/sXTiiSc2uqLQhRde2DzykY8c7jBTivqZWXRhc/n8tfAOwQK1xrNu/WhT8Ql2eNaET4YRFPEJULImfDKMoCgfJkYEMHc1kT/zNorgg48X8FHyBx8v4KPkDz5ewEfJH3y8gI+SP6v5MDHCe9lorTewtBIS11Lj43nwwWeBgA9z/MHHC/hoyh/9pvwzn/nM5vrrr2/OOeec7tLp/p5DtNbz6br1oy1MPsPWrl5at+2qNR58FucC+eON8NnZPrpaxFOe8pTm2muv7TZEEyMuvfRSO7GO44/f5/jg4wV8lPzBxwv4aO38YWLEvDevf+ZtFMEHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/VvNhYoT3stHaJ36nnHKKXd+iYK3xrFs/2m4e2H7v44OPF/BR8gcfL+CjV155ZfMzP/Mz3e/Ia0ldLUK/J78dl0bn+cvvK3zw8QI+Sv7g4wV81OWPJtadd9553et9/dyGriQxd3P9zN1nrp3XP3MyB9rxwccL+Cj5g48X8FHlz93vfvfmjjvu6BY8+uijmz179vg7FdFazxfr1o82k8dXsbOLKj4FSFHFpwApqvgUIEUVnwKkqOJTgBRVfAqQoopPAVJU8SlAiio+BUhRLX2YGFEArVKtdYKkdZY7ZpVxpGVrjWfd+sEn7eH5v+TPvA35423wwWexgF/i/PPPb170ohc1mtx3ySWXLHUp9LLHdXveqTUebSfH53Jvj+v4jD3KGj6lyLiOz9ijrO00H02q06QITZKYu3F8npM50I4PPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyZ/t8mBjh7W2UxLU8DT74eAEfJX/w8QI+Sv4cWp+3vOUt3eXQ/Vrno7X217r1oy3eaR9Mzu+lIVLLGZ/BdK5E/szJHGjHBx8v4KPkDz5ewEfJH3y8gI+SP/h4AR8lf/DxAj66Xfmze/fuZv/+/d3g9u7d2+zbt6/a+8acn/p9jg8+XsBHyR98vICPkj/4eAEfPZj5w8QIb2+jB3PH2BXPBGuNZ9360eZu1wv3iBqfSGVow2ewiEr4RCpDGz6DRVTCJ1IZ2vAZLKISPpHK0IbPYBGV8IlUhjZ8BouotBUfXUni+OOPb57whCdUewNdY+T8ItpTQxs+g0VUwidSGdrwGSyiEj6RytCGz2ARlfCJVIY2fAaLqLRdPkyMiPaGb9vK6+e851r9qM/typ98e1K51nbV6geftGfm/5I/8zbkj7fBB5/FAn6J8vjDxAjvZaM8cVoe3rj0PPjgs0DAhzn+4OMFfHQz+aPLmz/1qU9tLr300u4DqrSG8oVFal/l72bGE/W/bv1ojPhEe2pow2ewiEr4RCpDGz6DRVQ6HHz03HPiiSf2P7Hxghe8oNvUY445JtrkldoOB59yg2s9D6pffErdcR2fsUdZw6cUGdfxGXuUNXxKkXEdn7FHWcOnFBnXt8uHiRHj/bBMrdbrulr9aMzblT+RV63tqtUPPtFeGreRP2OPsoZPKTKu4zP2KGv4lCLjeunDxIixz0o1njg9Fz74eAEfJX/w8QI+Sv7U9bn++uubJz7xic273/3u5pxzzmn07d10K19YpPZV/tbaX+vWjwzw8ZmADz5ewEfJnyPDR89BulrETTfd1OzZs6e5+uqrm/vd735+45eIkj8eCR98vICPkj/4eAEfJX/w8QI+Sv6sp89zn/vcbqKrRqfXc+eee261L4zVeh9AYyN/pDB/w2feRhF88PECPkr+4OMFfJT8Wc2HiRHey0Z54WV5qr3A1Vp4YHtrfPDxAj5K/uDjBDQJ4pnPfGb3JsZ3fud3NpdccslocfJnxDGp4DMhGTXgM+KYVPCZkIwa8BlxTCqHk4+uHPGUpzyl+c3f/M3muOOO6ybq6ec1tnI7nHySA+enSSL+i0/sklrxSRLxX3xil9SKT5KI/+ITu6RWfJJE/Bef2CW14pMk4r/4xC6pFZ8kEf/FJ3ZJrfgkifgvPrFLasUnScR/D6YPEyNi86VaD+aOWWoAxUK1xrNu/WgzeeOy2NlFFZ8CpKjiU4AUVXwKkKJ6JPtcc801zaMe9ajuQyhNiNCHUuXtSPYpLaI6PpHK0IbPYBGV8IlUhjZ8BouodDj6fN/3fV9z//vfv/mWb/mWaJNXajscfWqdxwkSH59O+ODjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfLfOHiRHey0Z548nycMUIz4MPPgsEfJjjDz5ewEdXyZ/zzjuvmxBx6qmnhp2WLyzChRY0rjIe19W69aOx4uP2GD5eBx98Fgn4OMcffLyAj5I/+HgBHyV/8PECPkr+4OMFfJT8wccL+Cj5g48X8FHyBx8v4KPkDz5ewEfJn9V8mBjhvWy01gcwWgmJa6nx8Tz44LNAwIc5/hzwOeOMM5rbbrutq5x22mnNxRdf3JXxIX+8gI+SP/h4AR8lf/DxAj5K/uDjBXyU/MHHC/go+YOPF/BR8gcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX/w8QI+Sv6s5nPU9ddfv+HvQhQBBBBAAIHDX+Axj3lMc+utt3Yb+vCHP7x52ctedvhvNFuIAAIIIIDADhf4wAc+0Ozbt6958pOfvMO3hOEjgAACCCCAAAIIIIAAAggggAACCBxMAa4YsQVdrhjh8fDBxwv4KPmDjxfw0c3kz+7du5v9+/d3He/du7f7kEWVI2nG5Wte85rmnHPO8bhF9EjyKTZ9qSo+ngkffLyAj5I/+EjgkY98ZHPttdc2l156affTT15liJI/g0VUwidSGdrwGSyiEj6RytCGz2ARleRzwQUXNFdccUUX3rVrV3PzzTdHi862beZ8MOps3frRGMmfaE8NbfgMFlEJn0hlaMNnsIhK+EQqQxs+g0VUwidSGdrwGSyiEj6RytCGz2ARlUofJkZESku21TpB0urKHbPkEEaL1RrPuvWDz2g3hxXyJ2TpG/HpKcICPgdYzjzzzP6KEUfiT2k89alPbS677LLmwgsvbH7gB34gzJWokfyJVIY2fAaLqIRPpDK04TNYRCV8IpWh7Ujxaa+A2E2OuOOOO1aaHHGk+AwZsVoJH++FDz5ewEfJn8U+TIyYNyJ/5m0UwQcfL+Cj5A8+XsBHyR98vICPkj/4eAEfJX9W82FihPey0VoTCLQSEtdS4+N58MFngYAPc/zB57zzzmt+/Md/vDnllFOaa665pjn++OM9ShYlfzKMoIhPgJI14ZNhBEV8ApSsCZ8MIygeST6bmRxxJPkE6bGwCR9PhA8+XsBHyZ/FPkyMmDcif+ZtFMEHHy/go+QPPl7AR8kffLyAj5I/+HgBHyV/VvNhYoT3slEmRlieBh98vICPkj/4eAEfJX+W99FVInS1iBNOOKHRB0urTIrQWnjh5a3xwccL+Cj5g48X8NEjLX/S5Aj9tMYb3vAGj9NGjzSfhSDFAvgUIEUVnwKkqOJTgBRVfAqQoiqf6667rrnhhhu6iM5PXvjCFxZL+Wqt88F160dbTf74fY8PPl7AR8kffLyAj5I/+HgBHyV/8PECPkr+rObDxAjvZaO1TpC0EhLXUuPjef4/e+cCL0dR5u1CFpUkkHCJSI6acBEvuybhIqwiJHHVGPRwUfDKSljXa1yJN0A0kqzirrhKdPcTP9EFNHgFDYncFM0JF111+YyIuhtlATUHFC8JQtRFzHdqOjNTXV39n+k51ad75jzn94NTVW/3228977+q58y8mYYPfDoQ0Gb2n8nL549//KOZM2dOA4D9poj58+drGAEr+glAcYbg48AINOETgOIMwceBEWjCJwDFGZqMfOy9zBZGdPMzGfl0w6V5DHyaJMK/4RPm0hyFT5NE+Dd8wlyao/Bpkgj/hk+YS3MUPk0S4d/wCXNpjsKnSSL8Gz5hLs1R+DRJhH/DJ8ylOQqfJonwb/iEuTRH4dMkEf7t86EwIsypq1EKIzQm+MBHE9BW9AMfTUBb0U/3fLZu3dr4pohuP0jyPfsvLHx7N/1Y+aqbHzt3+GgFwAc+moC2oh/4aALain7gowloK/qBjyagregHPpqAtqIf+GgC2lqVfs4880yzbdu2RnBz5841y5Yti/ZNw7HeB7DBVcUnlLVY84rlBz6hLKXH0E+ah9+Dj08k3YdPmoffg49PJN2HT5qH3/P5UBjhEyrQ54WFhgUf+GgC2op+4KMJaCv6gY8moK3oBz6agLaiH/hoAtqKfuCjCWgr+oGPJqCt6Ac+moC2oh/4aALain4Gn8/Q0JAZHR1tTHR4eNisW7eOwgiddvjApwMBbY61r8byY6P1P5jUMwhbY8VTNz/wCefbHUU/Lo1sGz5ZJu6Iz4fCCJdOwXasDdRe1k9MwVAah8eKp25+4NNZDehHM4IPfDQBbUU/8NEEtBX9wEcT0Fb0Ax9NQFvRT8Jn06ZNwUdFwQf9aALain7gowloK/qBjyagregHPpqAtlalHwojdF5CVt6fD1Fpj8GnzSLUgk+ISnsMPm0WoRZ8QlTaY/Bpswi1+oEPhRGhzHU5FivB9nJVvTANTTXWvGL5gU8oS+kx9JPm4ffg4xNJ9+GT5uH34OMTSffhk+bh9+DjE0n34ZPm4ffg4xNJ9+GT5uH34GPMokWLGo+LuuOOO8yMGTNSiOCTwpHpwCeDJDUAnxSOTAc+GSSpAfikcGQ68MkgSQ3AJ4Uj04FPBklqoCo+FEak0tBVJ9b76rH82KCr0k8IWKx5xfIDn1CW0mPoJ83D78HHJ5LuwyfNw+/BxyeS7vt8KIxI8ynU48apccEHPpqAtqIf+GgC2op+wny2bt1qDj30UHPqqaeac845x+y+++7hAwuM+i8sCpzaOjRWvurmx04QPq00BxvwCWJpDcKnhSLYgE8QS2sQPsasXLnSrFq1yixcuNBs2LChxcY24JPCkenAJ4MkNQCfFI5MBz4ZJKkB+KRwZDrwySBJDcAnhSPTgU8GSWoAPikcmQ58MkhSA/BJ4ch04JNBkhqATwpHpgOfDJLUAHxSODId+GSQpAZ8PhRGpPAU68T6AMZe1U9MsUiSo2PFUzc/8OmsBvSjGcEHPpqAtg6SfpYvX24+9KEPmWXLlpn3v//9FEbkpD7WfdC6HyT9NHHBp0ki/Bs+YS7NUfg0SYR/wyfMpTnaCx9bFLFx40Zz8cUXm6VLlzZdsT+3SIQb3L/CXJqj8GmSCP+GT5hLcxQ+TRLh3/AJc2mOwqdJIvwbPmEuzVH4NEmEf8MnzKU5Cp8mifBv+IS5NEfh0yQR/g2fMJfmKHyaJMK/4RPm0hz1+VAY0STTw+9e3pjLu4yfmLzj1HiseOrmx84ZPirz8NF04AOfTgS0fVD2n5GRkcZXis+ePdv8x3/8h5k+fTqFETmpj3UftO4HRT8uKvi4NLJt+GSZuCPwcWlk2/DJMnFHeuFz5513mgMOOKDxKA33kRrszy7ZbBs+WSbuCHxcGtk2fLJM3BH4uDSybfhkmbgj8HFpZNvwyTJxR+Dj0si24ZNl4o7Ax6WRbcMny8QdgY9LI9uGT5aJOwIfl0a2DZ8sE3fE50NhhEunYLuXN+byLuEnJu84NR4rnrr5sXOGj8o8fDQd+MCnE4HEvmbNGrN9+/ZGxxYPLF68uNEelP3HPkJj06ZNja8SP+qooxpz41EaSe79/8e6D1q/g6IflxF8XBrZNnyyTNwR+Lg0sm34ZJm4I73ysY/UsAWCl1xyiZkzZ07DJfuzSzbbhk+WiTsCH5dGtg2fLBN3BD4ujWwbPlkm7gh8XBrZNnyyTNwR+Lg0sm34ZJm4I/BxaWTb8MkycUfg49LItuGTZeKOwMelkW3DJ8vEHfH5UBjh0inY7vWNudBl/MSEjuk0Fiueuvmx84aPzj584KMJaCv6SfgMDQ2Z0dHRRmd4eNisW7eu0R4EPrYgwn6VuP1v7dq1JtY+bwENAp9Gop3/wceBEWjCJwDFGYKPAyPQhE8AijMEHwdGoAmfABRnCD4OjEATPgEozhB8HBiBJnwCUJwh+DgwAk34BKA4Q/BxYASa8AlAcYbg48AINOETgOIMwceBEWjCJwDFGYKPAyPQhE8AijMEHwdGoFkmHwojAsC7HSozMd3G4B4XK566+bFz5IM3N9PZNnyyTNwR+Lg0sm34JEwGuTDCznDr1q2Nic6YMYPCiCTluf+PdR+0F2B95WJuGOADH01AW9EPfDQBbUU/8NEEtBX9wEcT0Fb005nPTTfdZG699dbGgfYRgOeff74+ybPGej1fNz92mujHS7bXhY8HxOvCxwPideHjAfG68PGAeF34eEC8Lnw8IF4XPh4QrwsfD4jXhY8HxOv6fCiM8AAV6cb6A8le009MkTiax8aKp25+4NPMcP5v9JPPBv1oNvBp8xn0woj2TA2FES6MQDvWfdC6Zn8OAHaG4OPACDThE4DiDMHHgRFowicAxRmCjwMj0IRPAIozBB8HRqAJnwAUZwg+DoxA0/JZsWKFWb9+fcM6a9Yss2XLlsCR+UOxXs/XzY+dMfrJzzt8NBv4wKczAX0E+w98NAFtRT/w0QS0Ff3ARxPQVl8/u4w9T32HPiWOdfPmzeaQQw6J42wAvcBHJ3Uy8VlzzY80jID1gfvvN1OnTQtYGLIE+onPqUueNOFJm0zrS8G97bbbzIMPPtg4xP6rpAMPPLDRho+iZkyZfK677Bv64n1gfeCBB8zUqVP7INJ4IS5++dO7dlamfroOosYHwkcnBz7w0QS0Ff3ARxPQVvQDH01AW9FPZz7nnHOOufrqqxsH7r///ub222/XJ00iK/rRyYYPfDQBbUU/8NEEtBX9wEcT0Fb0Ax9NQFvRTzE+FEZoXhNmRbga9WTis+LCmzUMrANLYNbMaeZ1J8+b8PlNpvXVC1z4aGpl8rnoXVfoi2OtHYF9Z+1lTnrtM7uOq0z9dB1EjQ+Ej04OfOCjCYSt9qvZzzzzTPOKV7zCvOxlLwsfxGiphY+DgJf9R2cRPvDRBLTV6ofCiHxGrK98NtYCH/hoAtqKfuCjCWgr+oGPJqCt6Ac+moC2op9ifHiUhuYlrbG+Us9exP8qD3nhHGOseOrmZ7LxeesHrzcz955mjlv4lJxMMzyIBC794jfNY/bbwyx/+VFdTS/WOrUXY//RyPuVz9atW82ll15qTjvtNDNjxozUJPtFPx9+2xozfZ89zFHPmviCoRQwOl0R+MrnbjKPesze5iVnHNfV8fagfl1faoL9sr7UHEK2WPOK5cfGiH5CmWqPwafNwm2NjIyYRYsWmSOOOMJ85zvfcU2F27H0XDc/FgT60XKAD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBb0Q98NAFtRT/w0QS0Ff3ARxPQVl8/FEZoXtIa6w0sexE/MfLCOcZY8dTNz2Tj0yyMOGXJ4TmZZngQCXzkso0URowllv1Hq7sIn0suucScfvrp5owzzjCrV69OOS7iJ3VioFPm/atZGLHg+CMDV2aobgTWXfw1CiPGktIv66uofmLNK5YfG3+Z+w98EgKx8lU3PwsXLjQbN2403/3ud838+fOLprt1fN3mFSseO0HWVyvNwQZ8glhag/BpoQg24BPE0hqETwtFsAGfIJbWIHxaKIKNqvjYb+xyH1168MEHR/u7idc/wVS3BuHTQhFswCeIpTUInxaKYAM+QSytQfi0UAQb8AliaQ2WyYfCiBbm4o0yE1M8mnhvxMeaVyw/lkVVL9xDeYg1rzw/FEaEqA/+GIURSY7z1kVRBcTyY6/br/vPAQccYO68805zxx13mDlz5qQQ9gsfCiNSaat9h8KIJEX9sr6KCirWvGL5sfH36/6s2MNH0Yn3987atWvNSSed1PhWJVtI2OtPrHzVzY/lwfrSqoAPfDQBbUU/8NEEtBX9wEcT0Naq9DM0NGRGR0cbwQ0PD5t169ZRGKFTBR/4dCCgzfx9AR9NQFvRD3w0AW3tB/1QGKFzKK2xEmwvUtUL09AEY80rlp/JxofCiJAqB3+Mwogkx7H2jU5VJqMAAEAASURBVFh++nX/aX5N+AknnGDshz/+T7/woTDCz1y9+xRGJPnpl/VVVE2x5hXLj42f1886i/DRfGbNmmXuvvtu89vf/jbzyCl9ZtsaS89182NniH7aeQ614BOi0h6DT5tFqAWfEJX2GHzaLEIt+ISotMfg02YRalXFh8KIUDb0GK8P4aMJaCv6gY8moK3oBz6agLb2g34ojNA5lNZYCbYXqeqFaWiCseYVy89k40NhREiVgz9GYUSS41j7Riw//br/LF261Fx66aXmS1/6kjnxxBMzC6hf+FAYkUldrQcojEjS0y/rq6iYYs0rlh8bP6+fdRbho/nYx0zZx2jYx2r0+hNLz3XzY3mgH60K+MBHE9BW9AMfTUBb0Q98NAFtrUo/FEbovISsvD4MUWmPwafNItSCT4hKeww+bRahFnxCVNpj8GmzCLX6gQ+FEaHMdTkWK8H2clW9MA1NNda8YvmZbHwojAipcvDHKIxIchxr34jlp1/3H1sYsWnTpsZ/odXTL3wojAhlr75jFEYkuemX9VVUSbHmFcuPjZ/XzzqL8IGPJqCt6Ac+moC2oh/4aALain7gowloK/qpJ581a9aY7du3N4KbPXu2Wbx4MY+K0KmCD3w6ENDmWH93x/Jjo2V/1jmDD3w0AW1FP8X4UBiheUkrNwaJJ9oLOHuVybSwKYzQuhpUK4URSWZj7aux/NioJtP+08v6KpMPhRG9ZKS6cyiMSNiz/2gNwgc+moC2oh/4aALain7gowloK/qBjyagregHPpqAtqIf+GgC2op+4KMJaCv6gY8moK3oBz6agLaWqR8KIzR7aS0zMfLCOcZY8dTNj51umR+85eDMHS6bD4URuegH2kBhRJLestdXLyKaTPtP3fhQGNFLRqo7h8KIhH2sfcx6Y//ReoYPfDQBbUU/8NEEtBX9wEcT0Fb0Ax9NQFvRD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBb0Q98NAFt9fVDYYTmJa288S3x8I0RGk8uHwojOoAbUDOFEUliY+2rsfzYqPwbZy8SjBVP3fyUzYfCiF7UVt05FEYk7GOt07LXV1GlxJpXLD/w6ZxB7l+aEXzgowloK/qBjyagregHPpqAtqIf+GgC2op+4KMJaCv6gY8moK3oBz6agLaiH/hoAtrq64fCCM1LWnljV+LJ/eBfnxW2+sINH6VHY+WrbD8URug8DqqVwogks2WvL6WfoaEhMzo62jhkeHjYrFu3rtGeTPuP4pNnK5MPhRF51Os5TmFEkpdY+5j1Vub6KqqiWPOK5Qc+nTOIfjSjJp+RkRFz6aWXmnPPPdfMmTNHn+RZY+m5bn7sNJt8vCkX6tZtXrHigU9nGaAfzQg+8NEEtBX9wEcT0Fb0Ax9NQFvRD3w0AW1FP/DRBLQV/cBHE9BWXz8URmhe0sobKxIPhREaTy4fCiM6gBtQM4URSWJj7au9+BmEwohNmzaZ+fPnd1wlvfDJc+q/sMg7To3nxUNhhKJWPxuFEUlO8vTcS8bKXF9F44k1r1h+bPzw0VmET3d8Vq9ebd70pjeZiy++2CxdulSf5Flj6blufuw00Y+XbK8LHw+I14WPB8TrwscD4nUtn6lTp5pt27Y1LLvttpuZO3eud5Tu1m1fjRWPnTX60bmHD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBb0U8xPhRGaF7Syh82Ek/uB//6rLB1Mi1sCiPCGhj0UQojkgzH2ld78TMIhREHHHCA+e1vf2u2bt0ql0wvfPIclrk/UxiRR72e4xRGJHnpl/VVVEWx5hXLj42/zP0HPgmBWPmqmx9XP7ao8NBDDzUnnHCCWbt2baHU121eseJx+RQC4h0cK566+YGPl+hAl/05AMUZgo8DI9C0fFasWGHWr1/fsM6aNcts2bIlcGT+UN32jVjx2Bmjn/y8w0ezgQ98OhPQR7D/wEcT0Fb0Ax9NQFvRD3w0AW319UNhhOYlrfxhI/FQGKHx5PKhMKIDuAE1UxiRJDbWvtqLn7POOqtVUGD/RdKyZcsaQfk3zl4k2Es8oesoP3feeaexhRHdfLCj/ISuq8bK5ENhhCJfPxuFEUlO+mV9FVVQrHnF8mPjL3P/gU9CIFa+6ubH18+MGTPMLrvs0iguLJL7us0rVjw+nyJM3GNjxVM3P/Bxsxxusz+HuTRH4dMkEf5t+VAYEWZjR9FPPhv4aDbwgU9nAvoI9h/4aALain7gowloK/qBjyagrb5+KIzQvKQ11hs09iJ+YuSFc4yx4qmbn8nGh8KIHIEP+DCFEUmC2X+00BWfSy65xJx++umNZ6SvXLlSOlJ+5IkBY5n3LwojAsBrPERhRJKcfllfRaUUa16x/Nj4y9x/4JMQiJWvuvnx9XPiiSeaK6+80nz3u9/t6pFUTX3UbV6x4vH5NOdb9HeseOrmBz6dlcD+rBnBpzMfCiPyGaGffDbWAh/4aALain7gowloK/qBjyagregHPpqAtqKfYnwojNC8pDXWGzT2IghXop5UfCiM0FoYVCuFEUlmY+2rsfzYqPplf16+fLn50Ic+ZDZs2GAWLlyYAM35f7/woTAiJ4E1HaYwIklMv6yvojKKNa9Yfmz8/bI/F2ENH02rLD62uNA+RmP16tVmzpw5OgjHGiueuvmxU2R9OYkONOETgOIMwceBEWjCJwDFGbJ87rnnHnPXXXc1RqdMmWJOPfVU54jOzbrtq7HisTNHPzr/8IGPJqCt6Ac+moC2oh/4aALain7gowloK/opxofCCM1LWvnDRuLJfVSEPitsnUwLm8KIsAYGfZTCiCTDsfbVWH5sVP2y/9jno9vnpO/YsaPjcukXPhRGdExlrQ6gMCJJR7+sr6LiiTWvWH5s/P2yPxdhDR9NCz7w0QS0Ff3ARxPQVvQDH01AW9EPfDQBbUU/8NEEtBX9wEcT0Fb0Ax9NQFvRD3w0AW0tUz+7bN++vfMnKDq+rqybN282hxxySFfHTsaD4KOzPpn4rLjwZjNz72nmlCWHayhYB4qALYyYNXOaed3J8yZ8XpNpffUCt5/43HDDDebYY4/tZZo9n1Mmn4vedYWZvs8eZsHxR/YcHydOHAFbGLHvrL3MSa99ZtcXLVM/XQdR4wPho5MDH/hoAtqKfuCjCWgr+oGPJqCt6Ac+moC2oh/4aALaWpV+TjjhBPOrX/2qEdzRRx9tzj//fB1oRdaq+FQ03cKXhY9GBh/4aALain7gowloK/opxofCCM1rwqwIV6OeTHwojNBaGFQrhRH1zexk2n96yUKZfCiM6CUj1Z1DYUR89mWur/jRTrxH+Gjm8IGPJqCt6Ac+moC2oh/4aALain7gowloK/qpJ5+DDjrI3H333Y3gjjvuOHP55ZfrQCuyoh8NHj7w0QS0Ff3ARxPQVvQDH01AW3398CgNzUtay/wqD3nhHGOseOrmx053Mn1VMo/SyBH4gA/zKI0kwew/WuiTjQ+P0tB6qJuVR2nE3cest8n0+qcXPcNHU4MPfDQBbUU/8NEEtBX9wEcT0Fb0Ax9NQFvRTz35DA0NmdHR0UZww8PDZt26ddEewRzrfRIbHPqpp35CUcXKeyw/6CeUpfQY6yvNw+/BxyeS7sMnzcPvwccnku77fCiMSPMp1OPGqXHBpzc+FEZoboNqpTAiyWysfSOWHxuVf+PsRYOx4qmbn7L5UBjRi9qqO4fCiIR9rHVa9voqqpRY84rlBz6dM8j9SzOCD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBbq9LPkiVLzL333tsI7phjjjEXXHABhRE6VfCBTwcC2hzr7+5Yfmy0Ve0/IVKx5hXLD3xCWUqPoZ80D78HH59Iuu/zoTAizadQj41P44JPb3wojNDcBtVKYUSS2Vj7Riw/Nir/xtmLBmPFUzc/ZfOhMKIXtVV3DoURCftY67Ts9VVUKbHmFcsPfDpnkPuXZuTzueSSS8zpp59uvvSlL5kTTzxRn7zTGkvPdfNjp+fz6QqId1Dd5hUrHvh4iQ500U8AijMEHwdGoAmfABRnCD4OjEATPgEozhB8HBiBJnwCUJwh+DgwAk34BKA4Q/BxYASa8AlAcYbg48AINOETgOIM+XwojHDgFG3yxoomBp/e+FAYobkNqpXCiCSzsfaNWH5sVP6NsxcNxoonz4/9MGfbtm3mjDPO6Cq8PD9dnewdVCYfCiM82DXvUhiRJKhf1ldROcWaVyw/Nv4y9x/4JARi5atufkL6Wbt2rTnppJPMueeea1auXNmVBOo2r1jxhPh0BcQ7KFY8dfMDHy/RgS77cwCKMwQfB0agCZ8AFGcIPg6MQBM+ASjOEHwcGIEmfAJQnCH4ODACTfgEoDhD8HFgBJrwCUBxhuDjwAg04ROA4gz5fCiMcOAUbcZ6g8Ze109M0Vjs8bHiqZsfO7fJxIfCCJvxyfdDYUSSc/Yfrf08PgsXLjQbN240O3bs0A52WvP8dHWyd1CZ+zOFER7smncpjEgS1C/rq6icYs0rlh8bf5n7D3wSArHyVTc/If2MjIyYRYsWURixU/ysL70LwAc+moC2oh/4aALain7gowloK/qBjyagregHPpqAtqIf+GgC2op+4KMJaKuvHwojNC9pjfUGn72Inxh54RxjrHjq5mey8aEwIkfgAz5MYUSS4Cr3nzPPPLPxrQs2krlz55ply5Y1guqH/ZnCiEQ//L9aAhRGJPxj7WPWWz/sP0VVBx9NDD7V8WkWRpx22mnGfhNTNz+x8lU3P3bu7D9aAfCBjyagregHPpqAtqIf+GgC2op+4KMJaCv6gY8moK3oBz6agLaiH/hoAtrq64fCCM1LWmO9gWUv4idGXjjHGCueuvmZbHwojMgR+IAPUxiRJLjK/WdoaMiMjo42AhkeHjbr1q1rtPthf95ll10asfKNEYmO+H81BCiMSLjH2sest37Yf4qqDT6aGHyq47N161az1157mQULFhhbJNHNT6x81c2PnTv7j1YAfOCjCWgr+oGPJqCt6Ac+moC2oh/4aALain7gowloK/qBjyagregHPpqAtvr6oTBC85LWWG9g2Yv4iZEXzjHGiqdufiYbHwojcgQ+4MMURiQJrnL/6ffCiCo+yCl7f+ZRGv218VEYEXcfK3t9FVVXlftzXqy8fs4jk4zDpziflStXmjlz5pilS5fqk3da67YuYsVjp4d+tATgAx9NQFvRT2c+9pt7brzxxsaB++67r7n22mv1SZ411n5YNz92mujHS7bXhY8HxOvCxwPideHjAfG68PGAeF34eEC8Lnw8IF4XPh4QrwsfD4jXhY8HxOv6fCiM8AAV6cb6A8le009MkTiax8aKp25+JhsfCiOaip5cvymMSPJd5f5DYURva67M+xeFEb3lpKqzKIyIu49Zb2Wur6I6qXJ/zosVPnlkknH4wEcT0Fb0Ax9NQFvRD3w0AW21+lmxYoVZv35948BZs2aZLVu26JM8a91et8SKx06T9eUl2+vCxwPideHjAfG68PGAeF34eEC8Lnw8IF4XPh4QrwsfD4jXhY8HxOvCxwPidX0+FEZ4gIp0+cNG04JPb3wojNDcBtVKYUSS2Vj7Riw/Nir/xtmLBmPFUzc/ZfOhMKIXtVV3DoURCftY67Ts9VVUKbHmFcsPfDpnkPuXZgQf+GgC2op+4KMJaCv66cyHwoh8Rugnn421wAc+moC2oh/4aALain7gowloK/qBjyagreinGB8KIzQvaeWNXYnHwKc3PhRGaG6DaqUwIslsrH0jlh8bFS8s9Korkw+FEZp93awURiQZYf/RyoQPfDQBbUU/8NEEtBX9wEcT0Fb0M7F83EdpzJw501xzzTU6AM8aK19182OnWebfXx7Gjl34aETwgY8moK3oBz6agLaiH/hoAtqKfuCjCWhrP+iHwgidQ2mNlWB7Ef6wkagnFR8KI7QWBtVKYUSS2Vj7aiw/Nir2Z73qyuRDYYRmXzcrhRFJRth/tDLhAx9NQFvRD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBb0Q98NAFtRT/w0QS0Ff3ARxPQVvQDH01AW8vUD4URmr20lpkYeeEcY6x46ubHTrfMD95ycOYOl82Hwohc9ANtoDAiSW/Z66sXEU2m/adufCiM6CUj1Z1DYUTCPtY+Zr2x/2g9wwc+moC2hvSzceNGM336dDN//nx98k5rrPVeNz92eiE+XUFxDqrbvGLFAx8nyTlN9JMDZucwfOCjCWgr+oGPJqCtVelnzZo1Zvv27Y3gZs+ebRYvXhztm4a5v+ucwwc+moC2oh/4aALain7gowloa5n6oTBCs5fWMhMjL5xjjBVP3fzY6Vb1wj2Eumw+FEaEqA/+GIURSY7LXl+9KGky7T9140NhRC8Zqe4cCiMS9rH2MeuN/UfrGT7w0QS0NaSfXXbZxSxYsMCMjIzok3daY633uvmx0wvx6QqKc1Dd5hUrHvg4Sc5pop8cMDuH4QMfTUBb0Q98NAFtrUo/Q0NDZnR0tBHc8PCwWbduHYUROlXwgU8HAtoc63VvLD822qr2nxCpWPOK5Qc+oSylx9BPmoffg49PJN33+VAYkeZTqMfGp3HBpzc+FEZoboNqpTAiyWysfSOWHxuVf+PsRYOx4snzs2jRIjNv3jyzevXqrsLL89PVyd5BZfKhMMKDXfMuhRFJgvplfRWVU6x5xfJj4y9z/4FPQiBWvurmJ08/FEa0lc/6arMIteATotIeg0+bRagFnxCV9hh82ixCLfiEqLTH4NNmEWpVxYfCiFA29Fi/vH7Ws8ha6zavWPHYmVa1vrKUDYU1ISjOWKy8x/JjQ0M/ToICTfgEoDhD8HFgBJo+HwojApC6HWLj06Tg0xsfCiM0t0G1UhiRZDbWvhHLj43Kv3H2osFY8eT5qeqDnLL5UBjRi9qqO4fCiIR93jrtJTP9sP8UnRd8NDH4VMunqvtprLzH8mOzwP6jtQgf+GgC2op+4KMJaCv6gY8moK1V6YfCCJ2XkDXW67pYfmyMVekHPiECeixW3mP5sdGiH50z+MBHE9BW9FOMzy5jz/faoU+JY928ebM55JBD4jgbQC/w0UmdTHxWXHizmbn3NHPKksM1FKwDRcAWRsyaOc287uR5Ez6vybS+eoHbD3ymTJlijjnmGHPdddf1MsVxnVMmn4vedYWZvs8eZsHxR44rRk6eGAK2MGLfWXuZk177zK4vWKZ+ug6ixgfCRycHPvDRBLQ1pJ8q76c62om3hvhMfBT1vSJ8dG7gAx9NQFvRD3w0AW1FP/Xkc9ttt5kHH3ywEdz06dPNgQceqAOtyIp+NHj4wEcT0Fb0Ax9NQFvRD3w0AW319UNhhOY1YVY/MRN24T650GTiQ2FEn4gycpgURkQGGtFdP+w/VX6QUyYfCiMiCnkCXFEYER9ymesrfrQT7xE+mjl8ivOp8n6qo514K/rRzOEDH01AW9EPfDQBbUU/8NEEtBX9wEcT0Fb0Ax9NQFvRD3w0AW1FP/DRBLTV1w+P0tC8pJWvEpJ4oj3Lyl5lMn0VDI/S0LoaVCuP0kgyG2tfjeXHRtUP+09VX/1dNh8epZGsi375P4/SSDI12fafovqEjyYGn2r5jIyMmBkzZpj58+frQHZaY+Wrbn7s9Prh9U9XSXIOisUZPg7UnCb6yQGzcxg+8NEEtBX9wEcT0Fb0Ax9NQFvRD3w0AW1FP/DRBLQV/cBHE9BWXz8URmhe0sobKxIPhREaTy4fCiM6gBtQM4URSWJj7au9+Ln11ltTX+148MEHN4Lyb5y9SLCXeELXyfOzcOHCxoc4q1evDp2WGcvzkzmwi4Ey+VAY0UUCanQIhRFJMvplfRWVTqx5xfJj4y9z/4FPQiBWvurmB/10VjjrSzOCD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBb0Q98NAFtRT/w0QS0Ff3ARxPQVl8/FEZoXtIa6w0+exE/MfLCOcZY8dTNz2TjQ2FEjsAHfJjCiCTBVe4/Q0NDZnR0tBHI8PCwWbduXaPN/qwXX5l8KIzQ7OtmpTAiyUisfcx6K3N9FdVPrHnF8gOfzhlEP5oRfOCjCWgr+oGPJqCt6Ac+moC2oh/4aALain7gowloK/qBjyagregHPpqAtqIf+GgC2urrh8IIzUtaeWNX4sn9RgR9VtjqCzd8lB6Nla+y/VAYofM4qFYKI5LMlr2+lH4ojFB08m1l7s8URuRzr6OFwogkK7H2MeutzPVVVEOx5hXLD3w6ZxD9aEbwgY8moK3oBz6agLain8587rnnHnPXXXc1DpwyZYo59dRT9UmeNdbrjbr5sdNEP16yvS58PCBeFz4eEK8LHw+I14WPB8TrwscD4nXh4wHxuvDxgHhd+HhAvC58PCBe1+dDYYQHqEg31h9I9pp+YorE0Tw2Vjx18zPZ+FAY0VT05PpNYUSS7yr3HwojeltzZd6/KIzoLSdVnUVhRNx9zHorc30V1UmV+3NerPDJI5OMwwc+moC2oh/4aALain7gowloq9XPihUrzPr16xsHzpo1y2zZskWf5Fnr9rolVjx2mqwvL9leFz4eEK8LHw+I14WPB8TrwscD4nXh4wHxuvDxgHhd+HhAvC58PCBeFz4eEK/r86EwwgNUpMsfNpoWfHrjQ2GE5jaoVgojkszG2jd68bNmzRqzffv2RiCzZ882ixcvbrT9G2cvGuwlntB16ubHxlgmHwojQiqo7xiFEUluYq1T663M9VVUSbHmFcsPfDpnEP1oRiE+q1atMvY1wNKlS/XJO62x9Fw3P3Z6IT5dQXEOqtu8YsUDHyfJOU30kwNm5zB8OvOhMCKfEfrJZ2Mt8IGPJqCt6Ac+moC2oh/4aALain7gowloK/opxofCCM1LWnljReLhURoaTy4fCiM6gBtQM4URSWJj7aux/NioeGGhF12ZfCiM0OzrZqUwIskI+49WJnzgowloa9n62WWXXcyCBQvMyMiIDmSnNVY8dfNjp1fm/b0ruM5B8HFgBJrwCUBxhuDjwAg068qHwohAsnYOsT/ns7EW+MBHE9BW9AMfTUBb0Q98NAFtRT/w0QS0Ff0U40NhhOYlrbH+gLQXQbgS9aTiQ2GE1sKgWimMSDIba1+N5cdG1Q/7c1Uf5JTNh8KIZF30y/8pjEgyNdn2n6L6hI8mBp9q+VR1P42V91h+bBb64fWPVkvWCp8sE3cEPi6NbBs+WSbuSGw+U6dONdu2bWtcYrfddjNz5851L9exHSueuvmxE2d/1umHD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBb0U8xPhRGaF7SGusPJHsRhCtRTyo+FEZoLQyqlcKIJLOx9tVYfmxU/bA/V/VBTtl8KIxI1kW//J/CiCRTk23/KapP+Ghi8KmWT1X301h5j+XHZqEfXv9otWSt8MkycUfg49LItuGTZeKOwMelkW3DJ8vEHYGPSyPbhk+WiTsCH5dGtg2fLBN3BD4ujWwbPlkm7gh8XBrZNnyyTNwR+Lg0su0y+VAYkeXd9UiZiek6COfAWPHUzY+dYj+9MWe/etf+t3LlSic72WYeZwojsqwmwwiFEUmW89ZFUQ3E8mOv2w/7T1Uf5HTis3r1arN27drGnqhymJcvCiMUtfrZKIxIcpKn514y1g/7T9F5wUcTg0+1fKq6n8bKeyw/NgvsP1qL8IGPJqCt6Ac+moC2oh/4aALaWpV+hoaGzOjoaCO44eFhs27dutxHDOsZZK28/skycUfg49LItuGTZeKOwMelkW3DJ8vEHYGPSyPbhk+WiTtSJh8KI1zSBdtlJqZgKI3DY8VTNz92clW9cA/loRs+ixYtanwQeO655+YWSOT5qUNhxIUffp/5za9/lZr+wx72MPPEJz3FHPbUp5nZBxyUsvXS2bbtt+ajH36/+dOfHkyd/shH7m7mzj/CHHHU081ee++bso2ns2PHDnPVlV8w69d+ztz+4/8yj97/MebQw48yL3zxK8zI164xS1/1D+NxP+5zKYxIEOati6KAY/mx1+2H/aeqD3K64bPXXnuZrVu3yme25+Vrogojvvf975pLP32x+dF//cA8/OGPMH/5pL8yS099pdmw8WvmFS8/3ew+ti/1+nP3L+42F3/yIvPnP/+54cL6Pun4k8327Q+Yf/3oavPgg8ke+OhH72/+/rTX9HqZ1nl2r/vyNevM+mvWmp/8z4/N/vvNMofOO8ycfOKLzYYbvmZO/9u/bx0bu0FhREI0T8+98O6H/afovOCjicGnWj5V3U9j5T2WH5sF9h+tRfjARxPQVvQDH01AW9EPfDQBba1KPxRG6LyErLFe18XyY2OsSj/wCRHQY7HyHsuPjRb96JzBBz6agLain2J8KIzQvKSVG4PEE63y116l3xa2/cYIWxzR/AkVSOTppw6FEZ+6+ELz2U993Eydtoc5+ti/aUzjj3/4g/nPb99sbvn2N8zyt51rXr/8bLPrrrs2p1j49+/u22YuuejfzEUXftA8+7nD5nFzkmKLrb/5tblx41fNL39xj/ng/7nUPGvx8wv7Dp3w9je/xnx+7IPP44ZfaJ75nOebn//0TvPlKz9vfrL5R2affR9lvn3bz0OnTdgYhREJ6rx1UTQRsfzY6/bD/lPVBznd8LHfGvGmN72plcIFCxZkvkEiL18TURjxpXWXmze//Y3mqWOFUs9fcnwjzmuuu8r8x3e+0WhvuPpmM2f2Aa34izZ+ee8vzP/52IfNJ8f2nzNe/xbzxCc8yTz3WceZ3//h9+bjl3zUfO/7m8wPfnSbWT5me/HJLyvqPnP82e96i/ncFZ8xxy0eNs9a+Gzzsy0/bRRK/Pj2zWafsWKz/7zx1sw5sQYojEhI5um5F879sP8UnRd8NDH4wEcT0Fb0Ax9NQFvRD3w0AW1FP/DRBLQV/Qw+HwojdI5D1ljrIpYfGyN/n4Yy1R6DT5tFqAWfEJX2GHzaLEIt+ISotMfg02YRavl8KIwIUepyjBcWGtRk59P81giXklsgkcenDoURNuZzz36jedTYv2Betvzt7hTM//vON83Slz7fnPXO95qXLx3/v25eeNQTzPs/9Anz1L9+Ruo6tjDjHW97vbnq67eYJz75KSlb0c53b/mWOfl5x5jrbvieOfiQJ7VOt/+y+s3LTjM33/B1CiPmzWtx6aWRp+eivurmx8bv3ziLzskeX/a87KN75syZY5YuXdpVeLHisRfrhk/zWyPc4NwCibx4yi6M+N///V/zhEPnmA+890PmBSec4oZnPvOFNeaclWea8RZGWKd3/exOs/C5Tzd3/CD56lD3Qmu//EVzxViR1qcu+qw73FP7u9+7xbzgZcPmK+tGzOMPOqTlw+51bzrrDeamb95IYUSLSraRp8PskXoklh97lW7Wl46m/P2n0/V9O3x8Iuk+fNI8/B58fCLpPnzSPPwefHwi6T580jz8Hnx8Iuk+fNI8/B58fCLpPnzSPPzeIPA566yzGt8kaec2d+5cs2zZstLfJ/E5dtPn7y9NCT7w0QS0Ff3ARxPQVvQDH01AW339UBiheUnrILwwDU0w1rxi+bEx+sINxd1pLFY83frxvzXCjc8WSNg/CuzP7runv6K97oURNuar119hzn7Tq82G/0i+beG++7aaG77+FfPQQw9Zc+NxG4993JxG+2tfucrc/7v7Gu3HPHa2OfzIpzfazf/lFUZY+6pzlpsf3LbJfO7KDcb+i/her7Pm4o+aa6/6kllz+XXNy7Z+f++73zFnvPZUM/Kt/26NVdHgGyMS6t2ur045iuXHXqcf95+68fG/NcKNzxZIXHPNNY0hfz8suzDivzb/0Cw56VnmJ7f+dOwbcP7CDcvYoonDnvFX5qtjRQb7P3pWw3bf2F628cYN5qE/J3vd4YceYR479LiG7WsjXzW/u/93jfZjhh5rjjj0qS1/RQsjer3Opz5zibn2q1eby/79861rNxv2cSFvfOvrzcbrvtkciv6bb4xIkLL/aGnBBz6agLaiH/hoAtqKfuCjCWgr+oGPJqCt6Ac+moC2oh/4aALain7gowloK/qBjyagregHPpqAtpapHwojNHtpLTMx8sI5xljx1M2PnW6/fjAZ+tYIN33veMc7zHve8x53yPRDYYQN2H4Dwwte9LfmZae92vzXD79v3vCql5g7bv9x49sd3nz2P5q/ec7zGoUSb3jVS81Xrl7bmONr3vA2c+Y7z0vNVxVGbNv2W3PYE/Yz14x81xzyxL/s+Tobrr/GnLX8VearN3/fTJ++V+r6tvP7328fK1CZkhmfyAEKIxLa7D9adf3MJ/StEe5sjznmGHPDDTe4Q6bswohtY4/0mf+0J5kvfnq9OXTe4alr24593MXuj2wXr9lCitePFYXdcef/mCeOffvMW8842/zN2OMqbKHEsrHx68b2Gvvz2lcuM2e9+R2Ntv1f0cKIXq+zYeP15m3vfLP52lU3mul7Tm9dv9nw59Mcj/WbwoiEZKx1ar316+sfpSn4KDrxvuED/WjO8IFPZwL6CPZn+GgC2op+4KMJaCv6gY8moK3oBz6agLaiH/hoAtqKfuCjCWgr+oGPJqCtvn4ojNC8pJU3diWeaF+JZq/iC1dfOWyNla8iftS3RrhRuo/Y6JfCiA/807saBQXv/Md/aUxl+wP3m1ef9sLGtzpc+rmrzV577dMY/8LYv2C23y5x0afWmmc++zh32o22KoywB5w09vXzr3vjWeY5x53QOL6X6/zxj38wL3/Bs83vxv619+vHPsi031phv72iTj8URiTZKLK+VP5i+bHX6Nf9p2581LdGuLG6j9gouzDCXve881eZz1x+mXnTG95qnvHXx5iDD3p85tsj3Pi2b3/AvOoNp5v7frfNfHLs8Rd7zUiKrT7/xc+as1a82XziI5eaZy54tntKqzDi2xs3pcZt5+qvfNlcv+ErmUdp9HKdP/7xj+alp59s7h/75orXv/qNjW+tsN9eMVE/FEYkpNl/tOLgAx9NQFvRD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBb0Q98NAFtRT/w0QS0Ff3ARxPQVvQDH01AW8vUD4URmr20lpkYeeEcY6x46ubHTrfXDybtNzY0f/785z83mg972MOaQz39Lupn06ZNrefodbqgLZC4f89nmJl7TzOnLMn+6+VO58e0n3v2G82jHr2/Wbb87UG3n/z3j5jv/b9vmw/82yUtu/3mhX8Y+4aIn/30TnPZFV8x13z5i2bl288wn/z8NeboY/+mdZzb6FQY8bq/e5FZ9Kwl5kUvO711Wi/XeXDsa/G/vPbz5jNrPm5u+fY3zNRpezRiOm74hWb4pBe3fFfVsIURf/jdL81Pb/lsVyE0H1uy6667dnW8Oui+++4ze+65pzqkoy1WPFX6+da3vmXsB8sPPPCA+Yu/+AszderUxrxtTDE4d4TYpwcU4fOb3/zG7Nixo6uZ2gKJFzz17830ffYwC44/sqtzej3oG9+6yVyy5hPmG9+6eSz/95unH/UMc/TTjjGvfMWrzSMe8YiMW/vNC29482vMz37+U/Ppi7/QKG449z3vMGs+/rnGef4JzW+M8Meb/Wc8/dhMYYS1Fb2OPefBBx8068e+peczX1hj/nPsUUFTp04zzxiby3GLh83xx51oDyntxxZGbN3+K7Phh1d2fY3777/fTJs2revjQwcWvS+HfNixon7sPXvhwoUZd7FeR1nHvb7+cYOKFU/d/MDHzXK4jX7CXJqjIT6rVq0ys2fPNkuXLm0eJn/XbV3EisdOOsRHwggYY8VTNz/wCSTbG0I/HhCvCx8PiNeFjwfE68LHA+J14eMB8brw8YB4Xfh4QLwufDwgXhc+HhCvCx8PiNeFjwfE68LHA+J14eMB8bo+n13GPrTt7hMKzxFdCPQDgfnz5/dDmK0YjzjiCHPgkS8xhz316NoXRlz44feZn48VQJz3Lxe24reN//3fP5o3vf4V5saR680DY/9q+XNXbjBHHHV06hi306kw4rQXH9d4ZMcJL3ype1rh67gn22+Q+Ml//8h865s3mNXv/0dz0skvN6v++cPuIRPetoURv/j5j82aC14/4dfmghCoI4E99tjDvOc1H5mQwojm/O0jMe4a29du/f4m8+GPXmBmjD1655L/e5nZc49s4dD/jhVbLT9zmbnhGxsbxRSfH/tWnKceFi7gaBZGbN50V/NSrd9XXvVFc+VVXwoWRtiDilyn5XRnwxb6/Pj2zeZb//lNc8G//Yt5wfEnm39853v9w6L1bWHEz35xh/mXT70rms86O/r4xz9u7H2bHwhAYHAI2L8dDj/8cPOJT3xicCbFTCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaBPjGiHEIIda/XLEh+BUrvYQVK566+RkPn1122aWB0v4L5SrmtXLlSmP/5VmnH/svTpv/8rRfHqXx96eeYJ713OPNS059ZWZ67z/vneaj/3q+2WffR5kvXfsNM/SYx2WOaQ6owog/jf3L5yc8dqr5yo23moMe/8TmKa3fRa7TOslr3P7j/zLPOWauufGW282sCfzKeS8MYwsj9tv7keblzznQNwX7f/jDHxrjj3zkI4P2IoM//OEPzZOf/OQip2SOjRVPlX4OO+ww84tf/KI1ty1btjTa/cBnaGjIPO1pTzOXX355K37ViMXZXqNbPieffLL55je/qcJq2GbMmNHYD5cvX24m4lEaeQHZb44YftFzzfJlb839poXzL3ivufDj/2b22Xtfc+XYI4SGZj0m6K5ZGHHHD0Yz9rVj36xzxZWfzy2MsCd0e52Mc2fgJ//zY/Ps4QXm5uu/Y2btP+RY4jUny6M0mvf2DRs28I0RPcgn1usxe2leP+sEwKc4H/u3g/tIJ+1h7Jt9fv/7xiG77757p0OlvW5+bLDoR6YMPhoPfODTgYA22/1nxYoVZv369Y0DZ82aZZp/m+kz29a67aux4rEzZH9u5znUgk+ISnsMPm0WoRZ8QlTaY/Bpswi14BOi0h6DT5tFqAWfEJX2GHzaLEIt+ISotMd8PhRGtNkUbvGHjUZWBz51L4w49thjG4UT7ldx90NhxN2jPzfPOOxAc9XXbzFPfPJTWkKwBSjve/c55tOf/JhZc/l15tOXfsx8/atXmy+s32hmH3BQ6zi3oQojrr92vXnzG5aaTZvvNe4jUIpe5+9edrw597wLcmNYfOw8c8bb3mXsYzWq+rGFEY/Zbw+z/OVHdRVCHdaXG2iseKr0s2TJEnPvvfeaW265pTG15iMf/BunO+9u22XPq6oPcuz8u+Vj97mNGzfmInMLIpoHlV0Y8eELP2gOPvDxjcdMNK/p/n73+841f/rTn8yqd5znDjceB/LPHzzPXPa5T5pP//vnG7+/NvYtOZdfdqWZ87gDUsfaTq+FEVaDRa5z+mtPNeee8+5gDDaO5xy/cKzQ4y2587XHjOeHwoiEXqz1br11u75U3mLFUzc/8FFZT2zoRzMK8anqfsr60rmCD3w0AW1FP/3Jh8KI/LyF7l/5R4ctdVsXseKxs4VPOOfNUfg0SYR/wyfMpTkKnyaJ8G/4hLk0R+HTJBH+DZ8wl+YofJokwr/hE+bSHPX5UBjRJNPDb164a2h14FNlYUTzX5SGKNkPCM8++2xjCyP8f2FW98KI7WP/ivqUsX91vMee082nv3h9q2DBPpt91TnLzTVj//r5siu+Yh7/hCc3ntf+7ne+2Vy17vLWmM8jrzDiJ5t/ZF5w3DPMK1+73Jzx1hWt03q5ztyD9zGvet2bzT+85R0tP83Gvb+8x/z13MeZL15zs5l36FObwxP+m8KIBHmsfWM8ftx9w0bl3zh7Ecd44nGvl+enqg9yuuWjiiJsQcQ555xj3vCGN2T2w7ILI9509j+Ye+6521w2VtzgFl/ZeT300J/MC8aKqp6/5HjzqqWvbaXB7kEr3/tOc/V1XzafvvgL5pCDn9DY61b90wpz1VgxV3OsdcJYo5fCiF6u81dHHmJeffprzRvH9jv/595f/dIcuWC+WfvZq8y8pxzqm6P0KYxIMOat014g98P+U3Re8NHE4FMtn6rup7HyHsuPzQL7j9YifOCjCWgr+unMh8KIfEboJ5+NtcAHPpqAtqIf+GgC2op+4KMJaCv6gY8moK3opxgfCiM0L2nljSeJJ9pXy9qr9Lqw3Q84Y+WrWz+hwgj74WDzkRl5fupQGLF1628aRQ77ztzPLH3VPzQS/Yffb298+8PnLkueufypL1xn9t/5tfH33bfVvGfFW80VY/96+pKxD92Oevqx5uEPf0TjvN/8+l7zjrctM1+5eq353JUbzGFPfVrrA8hf3DNqXrDkaPP2c99nDj3irxvH20KF665aay679P+aYxY+y6z+yKfMbg9/eMPW63VsYcQD9/9urMDiXeZZi59vnvRX84zVxn//6DZz9ptebR4x9jiKy674qtl1110b16nifxRGJNTz1kXRnIzHj7tv2Ov2uv+4MY8nnm78VPVBTrd8QoUR7jdE5PGZiMKIteuvMCc87yTzohe+1Dz1sKPMbrvtZn79m1+Zf/qX95hrr7/afO3LN5r9HrVfIw33/e4+8+5/PtdcvvZz5pMXfcYcdcTTxva6ZH/6zW9+bc5Zdaa57vprzOc/tdYcPv+Ixl63ffsD5vs/uNW8ZOkLzU1f/bbZc6yobI9pezT8/fLeX5h1Y3ujLbL4tw981Oy336PNrg/b1fRyHevQFkbYR4DYb4V41qLF5slP/MtkrxsrNDtzxVvMIx7xCPOZSy5vXKMRQOT/URiRAM3Tcy+4+2H/KTov+Ghi8KmWj71fzZ8/36xevVoHstMaK19182Onx/6jJQAf+GgC2op+OvO56aabzK233to40P7d8L73vU+f5Fnrtq/GisdOE/14yfa68PGAeF34eEC8Lnw8IF4XPh4QrwsfD4jXhY8HxOvCxwPideHjAfG68PGAeF2fD4URHqAiXf6w0bTqwMf9gDNWPN348Ysi3IKIJrU8P3UojLDf4vCzu+5ohtr6/YwFzzJ/85znmRNOfpmZPn2v1vjfn3qC2TD2YWDz558v+Jg55aVLG91mUULTtva6b5qnzDvc/Oynd5qFYx/i+T9Txz4wXPSsJeaZz36eef6JL0oVK/RyHevfPirj715zhrnww+9rzGuffR/VuOyvx/4F9Qtf/Arz9pXvM3vttY8fyoT2KYxIcOeti6LJGI8fd9+w1/VvnEVjscePJx73enl+6lwY4RdFuAURzbnlzavswgj7zQ97zdjL/Od3v2Nu+sYNjXAe95jZ5qc/v8scMfYNMu9+1z+ZJx7y5GaY5pWvf4X5+sbrW/33vfuD5kUveEmj3yxKaBqv/Pw1Zu5fzjNvfvsbzZfGvjWn+WOLMFaf/3/Mr8aKxp46tje5P5+95Apz1FjxWC/XsX7sozJe+YpXm49c9K+NOeyz974N97bQ4+QTX2zOGXtkkJ1vWT8URiRk8/TcC/d+2H+Kzgs+mhh84KMJaCv6gY8moK3oBz6agLaiH/hoAtqKfuCjCWgr+oGPJqCt6Ac+moC2oh/4aALain6q40NhhGYvrQhX4on2QaC9Sq8fDLgfcMbKVzd+moURoYKIJrU8P3UojGjGOGi/7VfTb/n5T80dP/lvM2XqNDP7gIPMzEc9uhbTpDAiSUPeuiiapPH4cfcNe91e9x835vHE042fkZERYwsO7L9y7eYnVjz2Wp34NAsjQgURzVjz4im7MKJ5ffvbFirc/j8/MX/605/MYx7zWGMLJJpacI/rh3Zjr7v75+Z/7rjdTJky1cx53Bwzc2dBWJnxUxiR0M3Tcy/sO62vbnzGiqdufuzc4aMVAB/4aALain7gowloK/qBjyagregHPpqAtqKfevI588wzzbZt2xrBzZ071yxbtiza+8ax/k6xwaGfeuonFFWsvMfyg35CWUqPsb7SPPwefHwi6T580jz8Hnx8Ium+z4fCiDSfQj1unBpXHfg0P9TasWPHhL3gtkURGzdubD0yI49SHh8KI/KIDfY4hRFJfvPWRdHsj8ePu2/Y6/o3zqKx2OPHE497vbr5sbEpPrYowtrtI4SWL1/uTiXVzpvXRBZGpAKi0xMBCiMSbHl67gWqWl/d+osVT9382PnDR6sAPvDRBLQV/cBHE9BW9AMfTUBb0Q98NAFtRT/15DM0NGRGR0cbwQ0PD5t169bV7n0SGxz6qad+QlHx92mISnsMPm0WoRZ8QlTaY/Bpswi14BOi0h7rBz4URrTzVbgVK8H2wrzw0vh75eN+wBkrX2X7oTBCa2FQrRRGJJkte311ox9337DH97r/uNeqw7zKiKdsPhRGuFmrf5vCiCRHsdZ72eurqKJizSuWH/h0ziD3L80IPvDRBLQV/cBHE9BW9AMfTUBb0Q98NAFtrUo/FEbovISssf5uiuXHxliVfuATIqDHYuU9lh8bLfrROYMPfDQBbUU/xfhQGKF5SSs3BoknWuWvvUqvC9v9gDNWvsr2Q2GE1tWgWimMSDJb9vrqRj/uvmGP73X/ca9Vh3mVEU/ZfCiMcLNW/zaFEUmOYq33stdXUUXFmlcsP/DpnEHuX5oRfOCjCWgr+oGPJqCt6Ac+moC2oh/4aALaWpV+KIzQeQlZY/3dFMuPjbEq/cAnRECPxcp7LD82WvSjcwYf+GgC2op+ivGhMELzklZuDBIPhREaTy4fCiM6gBtQM4URSWJj7avj8UNhRLFFVuYLLwojiuWi6qMpjIi7j1lvZa6vonoZz77qXiuWH/i4VMNt9BPm0hwN8Vm0aJGZN2+eWb16dfMw+TuWnuvmx046xEfCCBjrNq9Y8cAnkGxvCP14QLwufDwgXhc+HhCvCx8PiNeFjwfE68LHA+J14eMB8brw8YB4Xfh4QLwufDwgXhc+HhCvCx8PiNeFjwfE6/p8KIzwABXp8saKplUHPu4HnLHiKdsPhRFaV4NqpTAiyWzZ66sb/bj7hj3ev3F248M/pux5bdy40UyfPt3Mnz/fv3SwHyse67xMPhRGBNNX20EKI5LU9Mv6KiqkWPOK5cfGX+b+A5+EQKx81c1Pnn7sa4AFCxaYkZGRriRQt3nFiiePT1dQnINixVM3P/BxkpzTZH/OAbNzGD7w0QS0Ff3ARxPQVvQDH01AW9EPfDQBbUU/8NEEtBX9wEcT0FZfPxRGaF7SGusNGnsRPzHywjnGWPHUzc94+LgfcNZtXnnxUBiRI/ABH6YwIklw3roomv7x+HH3DXvdftifq/ogp2w+FEYUVX61x1MYkfAfz/7jZ7Af9h8/5k59+GhC8KmWT1X301h5j+XHZoH9R2sRPvDRBLQV/cBHE9BW9AMfTUBb0Q98NAFtRT/w0QS0Ff3ARxPQVvQDH01AW339UBiheUkrbzxJPLmPitBnha2+cMNHZUfdDzhj5atsPxRGZPM4GUYojEiyXPb6Ulpas2aN2b59u3nNa17TOGzHjh2N373uP+61yp5XVR/k2DmWyYfCCFdF9W9TGJHkKNZ6t97KXF9FFRVrXrH8wKdzBtGPZhTiU9X9NNa6iOWH9aW1Ax/4dCagjwjtP/qMrDXWeq+bHztT+GTz7Y7Ax6WRbcMny8QdgY9LI9uGT5aJOwIfl0a2DZ8sE3cEPi6NbBs+WSbuCHxcGtk2fLJM3BGfD4URLp2C7Vh/QNrL+okpGErj8Fjx1M3PePhQGNGLkjinCgIURiTUq9x/hoaGzOjoaCv9FEa0UMhGmfcvCiMk+toZKYxIUhJrH7PeylxfRQUUa16x/MCncwbRj2YU4kNhRJtZiE/b2l0r1nqvmx87e/hoDcAHPpqAtqIf+GgC2op+4KMJaCv6gY8moK3oBz6agLaiH/hoAtqKforxoTBC85LWWG/Q2IsgXIm6Zz4URmiuWOtDgMKIJBex9tVe/FAY0dt6KPP+RWFEbzmp6iwKI+LuY9ZbmeurqE562VdD14jlBz4huukx9JPm4fdCfFauXGnmzJljli5d6h8e7MfSc9382MmG+AQhiMG6zStWPPARSd9pQj+aEXw687npppvMrbfe2jhw+vTp5vzzz9cnedZY671ufuw00Y+XbK8LHw+I14WPB8TrwscD4nXh4wHxuvDxgHhd+HhAvC58PCBeFz4eEK8LHw+I1/X5UBjhASrSjfUHkr2mn5gicTSPjRVP3fyMhw+FEU118LvuBCiMSDJU5f5DYURvq6TM+xeFEb3lpKqzKIyIu49Zb2Wur6I6qXJ/zosVPnlkknH4wEcT0Fb0Ax9NQFvRD3w0AW21+lmxYoVZv35948BZs2aZLVu26JM8a91et8SKx06T9eUl2+vCxwPideHjAfG68PGAeF34eEC8Lnw8IF4XPh4QrwsfD4jXhY8HxOvCxwPidX0+u4w9Tz15iLp3YOzu5s2bzSGHHBLb7cD4g49OZa98pkyZ0nA8pnN9gRpZV1x4s5m59zRzypLDaxQVoZRNwBZGzJo5zbzu5HllXyrjv9f1lXHU5wO33XabefDBB83RRx/dmElz34CPTmyZfC561xVm+j57mAXHH6mDwFoLArYwYt9Ze5mTXvvMruMpUz9dB1HwwPPOO8/Y/6699lpz7LHHFjy72OH9yKfYDMd3NHw0P/jARxPQVvQDH01AW9EPfDQBbbX6Oeecc8zVV1/dOHD//fc3t99+uz5pEllZXzrZ8IGPJqCt6Ac+moC2oh/4aALain7gowloK/opxofCCM1rwqwIV6PulQ+FEZor1voQoDCiPrnw941e95/6zKjcSMrkQ2FEubmL7Z3CiNhEjSlzfcWPduI9wkczhw98NAFtRT/w0QS0Ff3ARxPQVqsfCiPyGbG+8tlYC3zgowloK/qBjyagregHPpqAtqIf+GgC2op+ivHhURqal7TyVXgSj6kDHx6loXOEtT4EeJRGkotY+8Z4/Lj7ho3K/6qlXlQznnjc69XNT9l8eJSGm/36t3mURpKjWOu07PVVVFGx5hXLD3w6Z5D7l2YEH/hoAtqKfuCjCWgr+oGPJqCt6Ac+moC2oh/4aALain7gowloK/qBjyagregHPpqAtvr6oTBC85JW3tiVeCiM0Hhy+bz1g9fzKI0O7AbRTGFEktVY++p4/FAYUWyF+S8sip2t805hRC80qzuHwgit514yU+b6KhrPePZV91qx/Fif8HHJZtvwyTJxR+Dj0si24ZNl4o7Ax6WRbcMny8QdgY9LI9uGT5aJOwIfl0a2DZ8sE3ekKj633npr49GlNpbp06ebgw8+OPd9UTfebtr8faEpwQc+moC2oh/4aALain7gowloa5n6oTBCs5fWMhMjL5xjjBVP3fzY6fb6wt39gLNu88qLh8KIHIEP+DCFEUmC89ZF0fSPx4+7b9jr9rr/uDGPJ546+ymbD4URbvbr36YwIslRrPVe9voqqqhY84rlBz6dM8j9SzMK8bGvARYsWGBGRkb0yTutsfRcNz92eiE+XUFxDqrbvGLFAx8nyTlN9JMDZucwfOCjCWgr+oGPJqCtVelnaGjIjI6ONoIbHh4269atozBCpwo+8OlAQJtjve6N5cdGW9X+EyIVa16x/MAnlKX0GPpJ8/B78PGJpPs+Hwoj0nwK9dj4NK468HE/4IwVT9l+KIzQuhpUK4URSWbLXl/d6MfdN+zx/o2zGx/+MWXPa9WqVWb27Nlm6dKl/qWD/VjxWOdl8qEwIpi+2g5SGJGkpl/WV1EhxZpXLD82/jL3H/gkBGLlq25+8vRDYURb+ayvNotQCz4hKu0x+LRZhFrwCVFpj8GnzSLUgk+ISnsMPm0WoVZVfCiMCGVDj/XL62c9i6y1bvOKFY+daVXrK0vZUFgTguKMxcp7LD82NPTjJCjQhE8AijMEHwdGoOnzoTAiAKnbITY+TaoOfNwPOGOc16GFAABAAElEQVTFU7YfCiO0rgbVSmFEktmy11c3+nH3DXu8f+Psxod/TNnzquqDnLL5UBjhK6nefQojkvzEWu9lr6+iaoo1r1h+4NM5g/1w/+o8i/QRZeunqvtprHnF8sP6Susu1GN9hai0x+DTZhFqwSdEpT0GnzaLUAs+ISrtMfi0WYRaVfGhMCKUDT0W63VdLD822qr0EyIVa16x/MAnlKX0GPpJ8/B78PGJpPvwSfPwe/DxiaT7Ph8KI9J8CvW4cWpcdeDjfsAZK56y/VAYoXU1qFYKI5LMlr2+utGPu2/Y4/0bZzc+/GPKnldVH+SUzYfCCF9J9e5TGJHkJ9Z6L3t9FVVTrHnF8gOfzhnsh/tX51mkjyhbP1XdT2PNK5Yf1ldad6Ee6ytEpT0GnzaLUAs+ISrtMfi0WYRa8AlRaY/Bp80i1KqKz5o1a8z27dsbIdlvu1y8eDH/oj2UIGcs1uu6WH5saFXpx8HSasaaVyw/8GmlJreBfnLRNAzwgY8moK3opxgfCiM0L2nlxinxRHuBa6/S68J2P+CMla+y/VAYoXU1qFYKI5LMlr2+utGPu2/Y43vdf9xrlT2vqj7IKZsPhRGuiurfpjAiyVGs9V72+iqqqFjziuUHPp0z2A/3r86zSB9Rtn6qup/GmlcsP6yvtO5CPdZXiEp7DD5tFqEWfEJU2mPwabMIteATotIeg0+bRagFnxCV9hh82ixCLfiEqLTH4NNmEWrBJ0SlPQafNotQCz4hKu0x+LRZhFo+HwojQpS6HOONJw2qDnzcDzhjxVO2HwojtK4G1UphRJLZstdXN/px9w17vH/j7MaHf0zZ86rqg5yy+VAY4Sup3n0KI5L8xFrvZa+vomqKNa9YfuDTOYP9cP/qPIv0EWXrZ+XKlWbOnDlm6dKl6Qvn9GLFUzc/drroJyfpO4fhAx9NQFvRD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBb0Q98NAFtRT/w0QS01dcPhRGal7TGegPLXsRPjLxwjjFWPHXzMx4+7gecdZtXXjwURuQIfMCHKYxIEpy3Loqmfzx+3H3DXrcf9ueFCxea+fPnm9WrV3eFajx8/AuUyYfCCJ92vfsURiT56Zf1VVRNseYVy4+Nv8z9Bz4JgVj5qpsf9NNZ4awvzQg+8NEEtBX9wEcT0Fb0Ax9NQFvRD3w0AW1FP/DRBLQV/cBHE9BW9AMfTUBbff1QGKF5SWusN/jsRfzEyAvnGGPFUzc/4+HjfsBZt3nlxUNhRI7AB3yYwogkwXnromj6e/EzNDRkRkdHW5fasWNHo83+3EISbJTJh8KIIPLaDlIYkaSml/0nL6llrq+8a+aNx5pXLD82TvjkZSsZhw98NAFtRT/w0QS0Ff3ARxPQVvQDH01AW9EPfDQBbUU/8NEEtBX9wEcT0Fb0Ax9NQFvRTzE+FEZoXtLKG7sSj6kDHwojdI6w1ocAhRFJLmLtG734oTCit/VQ5gsvCiN6y0lVZ1EYEXcfs97KXF9FddLLvhq6Riw/8AnRTY+hnzQPvwcfn0i6D580D78HH59Iug+fNA+/Bx+fSLpv+UydOtVs27atYdhtt93M3Llz0wd16MV6vVE3P3ba6EcnHz7w0QS0Ff3ARxPQVvQDH01AW9EPfDQBbUU/xfhQGKF5SWusP5DsRRCuRN0zHwojNFes9SFAYUSSi1j7ai9+KIzobT2Uef+iMKK3nFR1FoURcfcx663M9VVUJ73sq6FrxPIDnxDd9Bj6SfPwe/DxiaT78Enz8Hvw8Ymk+/BJ8/B78PGJpPuWz4oVK8z69esbhlmzZpktW7akD+rQi/V6o25+7LTRj04+fOCjCWgr+oGPJqCt6Ac+moC2oh/4aALain6K8aEwQvOS1lh/INmLIFyJumc+FEZorljrQ4DCiCQXsfbVXvycddZZZuvWreZjH/tYIxgepdHd+ijz/kVhRHc5qMtRFEYkmehl/8nLYZnrK++aeeOx5hXLj40TPnnZSsbhU5zPxo0bzfTp0838+fP1yTutsfRcNz92euhHSwA+8NEEtBX9dOZDYUQ+I/STz8Za4AMfTUBb0Q98NAFtRT/w0QS0Ff3ARxPQVvRTjA+FEZqXtMZ6A8teBOFK1D3zoTBCc8VaHwIURiS5iLWvjsePu2/YqNif9Topkw+FEZp93awURiQZGc/+4+e0zPXlX6tTP9a8Yvmx8cJHZw0+xfnY1wALFiwwIyMj+uSd1lh6rpsfOz30oyUAH/hoAtqKfjrzoTAinxH6yWdjLfCBjyagregHPpqAtqIf+GgC2op+4KMJaCv6KcaHwgjNS1pjvYFlL4JwJeqe+bgfcMbKV9l+3vrB683MvaeZU5YcrqFgHSgCFEYk6Sx7fXUjGnffsMf3w/68aNEiM2/ePLN69epupmhicS6bD4URXaWzNgdRGJGkol/WV1HhxJpXLD82/n7Yn6viDJ/O5EP6oTCizS3Ep23trhVrvdfNj509fLQG4AMfTUBbrX7uuecec9dddzUOnDJlijn11FP1SZ61bvtGrHjsNFlfXrK9Lnw8IF4XPh4QrwsfD4jXhY8HxOvCxwPideHjAfG68PGAeF34eEC8Lnw8IF7X50NhhAeoSJc/bDStOvBxP+CMFU/ZfiiM0LoaVCuFEUlmy15f3ejH3Tfs8f6Nsxsf/jFlz6uqD3LK5kNhhK+kevcpjEjyE2u9l72+iqop1rxi+YFP5wz2w/2r8yzSR5Stn6rup7HmFcsP6yutu1CP9RWi0h6DT5tFqAWfEJX2GHzaLEIt+ISotMfg02YRasEnRKU9Bp82i1ALPiEq7TH4tFmEWvAJUWmPwafNItSCT4hKeww+bRahls9nl+3bt+8IHRh7bPPmzeaQQw6J7XZg/MFHp7JXPvZfFtifMZ3rC9TIuuLCm/nGiBrlY6JCsYURs2ZOM687ed5EXbJ1nV7XV8vBgDX8faMf+NiYjznmGHPddddNeDbK5HPRu64w0/fZwyw4/sgJnxcXLE7AFkbsO2svc9Jrn9n1yWXqp+sgCh543nnnGfvftddea4499tiCZxc7vB/5FJvh+I6Gj+YHn+J8qryf6mgn3op+NHP4wEcT0Fb0Ax9NQFvRD3w0AW2tSj8nnHCC+dWvftUI7uijjzbnn3++DrQia1V8Kppu4cvCRyODD3w0AW1FP/DRBLQV/RTjQ2GE5jVhVoSrUffKx/+AU1+lHlYKI+qRh4mOgsKIiSaefz1/3+h1/8m/QnxLlR/klMmHwoj4WinTI4UR8emWub7iRzvxHuGjmcOnOJ8q76c62om3oh/NHD7w0QS0Ff3ARxPQVvQDH01AW6vSz0EHHWTuvvvuRnDHHXecufzyy3WgFVmr4lPRdAtfFj4aGXzgowloK/qBjyagreinGB8epaF5SStfVSrx1OIZ9u5X4sfKV9l+eJSG1tWgWnmURpLZstdXN/px9w17vP9VS9348I8pe15VffV32Xx4lIavpHr3eZRGkp9Y673s9VVUTbHmFcsPfDpnsB/uX51nkT6ibP2MjIyYGTNmmPnz56cvnNOLFU/d/Njpop+cpO8chg98NAFtRT/w0QS0Ff3ARxPQ1qr0MzQ0ZEZHRxvBDQ8Pm3Xr1kV73zjW6ygbXFV8QlmLNa9YfuATylJ6DP2kefg9+PhE0n34pHn4Pfj4RNJ9+KR5+D2fD4URPqECfV5YaFh14ON+wBkrnrL9UBihdTWoVgojksyWvb660Y+7b9jj/RtnNz78Y8qe18KFCxsf4qxevdq/dLAfKx7rvEw+FEYE01fbQQojktT0y/oqKqRY84rlx8Zf5v4Dn4RArHzVzQ/66axw1pdmBB/4aALain7gowloK/qBjyagrVXpZ8mSJebee+9tBGcfA3rBBRdQGKFTBR/4dCCgzfz9BR9NQFvRD3w0AW3tB/1QGKFzKK2xEmwvUtUL09AEY80rlp/x8HE/4IwVT9l+KIwIqXLwxyiMSHJc9vrqRknuvmGPZ3/W1MrkQ2GEZl83K4URSUZi7WPWW5nrq6h+Ys0rlh/4dM4g+tGM4AMfTUBb0Q98NAFtRT/w0QS0Ff3ARxPQVvQDH01AW9EPfDQBbUU/8NEEtBX9wEcT0FZfPxRGaF7Syhu7Ek+0ylZ7FV+4+sptq/sBZ6x8le2Hwoh2/iZTi8KIJNtlr69uNOXuG/b4Xvcf91p1mFcZ8ZTNh8IIN2v1b1MYkeQo1nove30VVVSsecXyA5/OGeT+pRnBBz6agLaiH/hoAtqKfuCjCWgr+oGPJqCt6Ac+moC2oh/4aALain7gowloK/qBjyagrb5+KIzQvKSVN3YlHgojNJ5cPhRGdAA3oGYKI5LExtpXx+OHwohii8x/YVHsbJ13CiN6oVndORRGaD33kpky11fReMazr7rXiuXH+oSPSzbbhk+WiTsCH5dGtg2fLBN3BD4ujWwbPlkm7gh8XBrZNnyyTNwR+Lg0sm34ZJm4I/BxaWTb8MkycUfg49LItuGTZeKOwMelkW3DJ8vEHYGPSyPbhk+WiTvi86EwwqVTsM0buxpYHfi4H3DGiqdsPxRGaF0NqpXCiCSzZa8vpZ8zzzzTbNu2zXzsYx9rHLZjx47Gb//GqXzk2aqcVyimWPFY32XyoTAilL36jlEYkeSmX9ZXUSXFmlcsPzb+Mvcf+CQEYuWrbn7y9LNq1Soze/Zss3Tp0q4kULd5xYonj09XUJyDYsVTNz/wcZKc02R/zgGzcxg+8NEEtBX9wEcT0Fb0Ax9NQFvRD3w0AW1FP/DRBLQV/cBHE9BWXz8URmhe0hrrDRp7ET8x8sI5xljx1M3PePhQGJEjFoZrR4DCiCQlVe4/Q0NDZnR0tKUNCiNaKGSjzPsXhRESfe2MFEYkKYm1j1lvZa6vogKKNa9YfuDTOYPoRzMK8bF/OyxYsMCMjIzok3daY+m5bn7s9EJ8uoLiHFS3ecWKBz5OknOa6CcHzM5h+MBHE9BW9AMfTUBb0Q98NAFtRT/w0QS0Ff3ARxPQVvQDH01AW339UBiheUkrb6xIPLmPitBnha2+cMNHZUcpjMgyYaSeBCiMSPISa1/txU8/F0ZU9UGOzVqv+7O7EvPyRWGES6n+bQojkhzl6bmXDJa5vorGE2tesfzY+OGjswif4nyqup/GWhex/LC+tHbgA5/OBPQR7M+d+VxyySXmxhtvbBw4c+ZMc8011+iTPGus/bBufuw00Y+XbK8LHw+I14WPB8TrwscD4nXh4wHxuvDxgHhd+HhAvC58PCBeFz4eEK8LHw+I1/X5UBjhASrSjfUHkr2mn5gicTSPjRVP3fyMhw+FEU118LvuBCiMSDJU5f5DYURvq6TM+xeFEb3lpKqzKIyIu49Zb2Wur6I6qXJ/zosVPnlkknH4FOdDYUSbGfppswi14BOi0h6DT5tFqAWfEJX2mOWzYsUKs379+sbgrFmzzJYtW9oHdNGq2+uWWPHYqaMfLQD4wEcT0Fb0Ax9NQFvRD3w0AW1FP/DRBLQV/RTjQ2GE5iWt/GEj8fCNERpPLp+3fvB6M3PvaeaUJYd38IB5kAhQGJFkM9a+Oh4/bkGVjaofXlhU9UFO2XwojEjWRb/8n8KIJFPj2X/8XPfD/uPH3KkPH00IPtXyqep+GivvsfzYLLD/aC3CBz6agLain858KIzIZ4R+8tlYC3zgowloK/qBjyagregHPpqAtqIf+GgC2op+ivGhMELzklbeeJJ4cj/412eFrb0ubPcDzlj5KtsPhRFhDQz6KIURSYbLXl/d6MjdN+zxve4/7rXKnldVH+SUzYfCCFdF9W9TGJHkKNZ6L3t9FVVUrHnF8gOfzhnsh/tX51mkjyhbP1XdT2PNK5Yf1ldad6Ee6ytEpT0GnzaLUAs+ISrtMcuHR2m0efgt9OMTSffhk+bh9+DjE0n34ZPm4ffg4xNJ9+GT5uH34OMTSffhk+bh9+DjE0n34ZPm4fd8PhRG+IQK9HnjScOqAx/3A85Y8ZTth8IIratBtVIYkWS27PXVjX7cfcMe7984u/HhH1P2vKr6IKdsPhRG+Eqqd5/CiCQ/sdZ72eurqJpizSuWH/h0zmA/3L86zyJ9BPpJ8/B78PGJpPvwSfPwe/DxiaT78Enz8Hvw8Ymk+/BJ8/B78PGJpPvwSfPwe/DxiaT78Enz8Hvw8Ymk+/BJ8/B78PGJpPvwSfPwe/DxiaT7ZfKhMCLNulCvzMQUCmTnwbHiqZsfO71e39h1P+Cs27zy4qEwohf19/85FEYkOcxbF0UzPB4/7r5hr9vr/uPGPJ54uvGzcuVKM2fOHLN06VL38Nx2rHjsBcrkQ2FEbgpraaAwIklLv6yvoiKKNa9Yfmz8Ze4/8EkIxMpX3fygn84KZ31pRvCBjyagregHPpqAtqIf+GgC2lqVftasWWO2b9/eCG727Nlm8eLF0b5pONbrTBtcVXxCWYs1r1h+4BPKUnoM/aR5+D34+ETSffikefg9+PhE0n34pHn4PZ8PhRE+oQJ9XlhoWHXg437AGSuesv1QGKF1NahWCiOSzJa9vrrRj7tv2OP9G2c3Pvxj6jAvN6ZY8VifZfKhMMLNWv3bFEYkOeqX9VVUUbHmFcuPjb/M/Qc+CYFY+aqbH/TTWeGsL80IPvDRBLQV/cBHE9BW9AMfTUBbq9LP0NCQGR0dbQQ3PDxs1q1bR2GEThV84NOBgDbz9xd8NAFtRT/w0QS0tR/0Q2GEzqG0xkqwvUhVL0xDE4w1r1h+xsPH/YAzVjxl+6EwIqTKwR+jMCLJcdnrqxslufuGPZ79WVMrkw+FEZp93awURiQZibWPWW9lrq+i+ok1r1h+4NM5g+hHM4IPfDQBbUU/8NEEtBX9wEcT0Fb0Ax9NQFur0g+FETovIWusv5ti+bExVqUf+IQI6LFYeY/lx0aLfnTO4AMfTUBb0U8xPhRGaF7Syo1B4olW2Wqv0uvCdj/gjJWvsv1QGKF1NahWCiOSzJa9vrrRj7tv2ON73X/ca9VhXmXEUzYfCiPcrNW/TWFEkqNY673s9VVUUbHmFcsPfDpnkPuXZgQf+GgC2op+4KMJaCv6gY8moK3oBz6agLZWpR8KI3ReQtZYfzfF8mNjrEo/8AkR0GOx8h7Lj40W/eicwQc+moC2op9ifHYZe77XDn1KHOvmzZvNIYccEsfZAHqBj05qr3ymTJnScNx8jp2+Sj2sKy682czce5qZuvsj6hEQUUwIgTu3/NrMmjnNvO7keRNyPfciva4v18cgtf19Az46u2XyuehdV5jp++xhHjmF/VBnoR7WX/zsV2bfWXuZk177zK4DKlM/XQdR8MDzzjvP2P+uvfZac+yxxxY8u9jh/cin2AzHdzR8ND/4FOfz3ve+1zz2sY81f/u3f6tPngRW9KOTDB/4aALain7gowloK/qBjyagrVXp57bbbjMPPvhgI7jp06ebAw88UAdakbUqPhVNt/Bl4aORwQc+moC2oh/4aALain6K8aEwQvOaMCvC1ah75eN/wKmvUg+rLYzgZ3ISoDCiHnn3941e95+JnM2NN95o7JsLc+fOncjLNq5VJh9bGMFPfxGgMCJuvspcX3EjrcYbfDR3+BTnY18DHHPMMea6667TJ08CK/rRSYYPfDQBbUU/8NEEtBX9wEcT0Fb0Ax9NQFvRD3w0AW1FP/DRBLQV/cBHE9BWXz88SkPzkla+Skji4VEaGk8un/vu/2OHM7PmH/7wh+bJT35y1lBg5A9/+EPj6Ec+8pEFzsoeWjc/NsJ+4rPntO7+ZTz7T1Z77sh4+PTjozRszAsWLDAjIyMuhtz2ePj4Tsv8qq4H7vu9fznZr+f+84Ox/fkvZdydjHWbV6d4pu65e6cptexl6qd1kS4b3a6LlStXmlWrVpkNGzaYhQsXZrx36ydzYmCgH/kEppEagk8KR6YDnwyS1EDZfKq6n8aaVyw/Fjr7T0p6mQ58MkhSA/BJ4ch04JNBkhqATwpHpgOfDJLUAHxSODId+GSQpAbgk8KR6cAngyQ1AJ8UjkwHPhkkqQH4pHBkOvDJIEkNwCeFI9Px+VAYkUHU/QBvPGlWdeDjfsAZK566+bFZ8Be2zkzYWrd5xYoHPuF8u6PoJ6Fx6623Nr7a8YgjjmgM7NiRPGmqH/hU9UGOBdUPfJIMd/9/9h/NarLzoTCi+8KXkJImu35CTNwx+Lg0su2y+VR1P401r1h+LHnu71n9uSPwcWlk2/DJMnFH4OPSyLbhk2XijsDHpZFtwyfLxB2Bj0sj24ZPlok7Ah+XRrYNnywTdwQ+Lo1sGz5ZJu4IfFwa2TZ8skzcEZ8PhREunYJt3njSwOrAh8IInSPXGitfdfNj5+hvfO68u23XbV6x4oFPWwFDQ0NmdHS0NUBhRAuFbLC+JB72H42nL/lQGEFhREjWse7LsfzYGNmfQ5lqj4X4UBih+bSt3bVi6blufuzsQ/rpjkr7qLrNK1Y88GnnOK+FfvLIJOPwgY8moK3oBz6agLaiH/hoAtqKfuCjCWgr+oGPJqCt6KcYHwojNC9p5Y0DiSf3URH6rLC114VNYUSYZ2g0lp7r5sfOtVf9uJzqNq9Y8cCnnWUKI9osirRYX5oWfAaPD4URFEaEVB3rvhzLj42R/SeUqfZYiI99PM78+fPN6tWr2weKVqx81c2PnXKIj0ARNNVtXrHigU8w3alB9JPCkenAJ4MkNWD53HPPPeauu+5qjE+ZMsWceuqpqWM6dWKt97r5sfNGPzr78IGPJqCt6Ac+moC2oh/4aALain7gowloK/opxofCCM1LWmP9gWQvgnAl6p75UBihubrWWHqumx87R9aXm+lsGz4JEwojstroZgT9aErwGTw+FEZQGBFSNa9/QlTaY/Bpswi14BOi0h6DT5tFqAWfEJX2GHzaLEKtuvJZsWKFWb9+fSPkWbNmmS1btoTCzx2r27xixWMnzN8XuWlvGOADH01AW9EPfDQBbUU/8NEEtBX9wEcT0Fb0U4wPhRGal7Tyh43EwzdGaDy14OOGGEvPdfNj58iNwc10tg2fhMmaNWvM9u3bzWte85rGQD89SmNkZMTMmDGj8a9csxnOjsRap9Yz+snydUfg49LItvuRD4URFEZklWyiva5jfw7RbY/Bp80i1IJPiEp7DD5tFqEWfEJU2mPwabMItWLzoTAiRDkZ68fXz/mzSSyx9TNv3rxOl5T2WPHUzY+dNPqRqYePxgMf+HQgoM3sP/DRBLQV/cBHE9BWXz8URmhe0hrrBa69iJ8YeeEcY6x46uZnPHz4xogcsQSG65b3WPGMRz8upljx1M0PfNwsJ21334BPlo8/wv3LJ5LuwyfNw+/1Ix8KIyiM8HVs+9zfQ1TaY/Bpswi14BOi0h6DT5tFqAWfEJX2GHzaLEKtuvKhMCKUrWSsH18/588mscTSofUGH00bPvDRBLQV/cBHE9BW9AMfTUBb0Q98NAFt9fVDYYTmJa28cJd4or1BbK/iC1dfuW11P+CMla+6+RkPnzap+r2hH4szfNwsh9u9ri/XW6x81cGPu2+gHzfL4Tb6CXNpjsKnSSL8ux/5UBhBYURIzXW4f/lx9eP68ufg92Nxtn7h49NN9+GT5uH34OMTSffhk+bh9+DjE0n3LZ+pU6eabdu2NQy77babmTt3bvqgDr1Y94u6+bHTRj86+fCBjyagregHPpqAtqIf+GgC2op+4KMJaCv6KcaHwgjNS1pj/YFkL4JwJeqe+bgfcMbKV938oB+tHfjApzOB9BHuvoF+0mxCPe5fISrtMfi0WYRa/ciHwggKI0Ja5vVhiEp7DD5tFqEWfEJU2mPwabMIteATotIeg0+bRagFnxCV9hh82ixCLfiEqLTH4NNmEWrBJ0SlPQafNotQCz4hKu0x+LRZhFrwCVFpj8GnzSLUgk+ISnusH/hQGNHOV+FWrATbC/fjBwOdgNWBj/sBZ6x46uYH/XRSIuurEyH2nzQhd99gfaXZhHroJ0SlPQafNotQqx/5UBhBYURIy7w+DFFpj/ULn0WLFhn7XPLVq1e3gxetus0rVjx2yv24P4tUNUzw0YTgAx9NQFvRD3w0AW1FP4PPZ2hoyIyOjjYmOjw8bNatWxftm4bRz+DrJzTDWHmP5cfGyOvnUKbaY/Bpswi14BOi0h6DT5tFqAWfEJX2mM+Hwog2m8ItbpwaWR34uB9wxoqnbn5sFvyFrTMTttZtXrHigU843+4o+nFpGOPuG/2in40bN5rp06eb+fPnpyeT02N95YDZOQwf+CgCFEZQGBHSR6x9I5YfGyP391Cm2mMhPvY1wIIFC8zIyEj7QNGKla+6+bFTDvERKIKmus0rVjzwCaY7NYh+UjgyHfhkkKQG4JPCkenAJ4MkNQCfFI5Mpyo+FEZkUtFxINbrllh+bMBV6ScEK9a8YvmBTyhL6TH0k+bh9+DjE0n34ZPm4ffg4xNJ930+FEak+RTqcePUuOrAx/2AM1Y8dfNjs+AvbJ2ZsLVu84oVD3zC+XZH0Y9Loz8LI6r6IIf1ldZOqMf6ClFpj/UjHwojKIxoK7jdivW6JZYfG1k/rq820XCrbD5V3U9jzSuWH/QT1p87yvpyaWTb8MkycUfg49LItuGTZeKOwMelkW3DJ8vEHamKD4URbha6a8d6XRfLj426Kv2EiMWaVyw/8AllKT2GftI8/B58fCLpPnzSPPwefHwi6b7Ph8KINJ9CPW6cGlcd+FAYoXPkWmPlq25+7Bz9jc+dd7ftus0rVjzwySrA3Tf6hU9VH+T0C59slvUI6ws+igCFERRGhPQRa9+I5cfGyOufUKbaYyE+Vd1PY+U9lh/009ZJXiukn7xj88Zj5atufux84ZOX9WQcPvDRBLQV/cBHE9DWqvRz1llnma1btzaCmzt3rlm2bBmP0tCpgg98OhDQZl4fwkcT0Fb0Ax9NQFv7QT8URugcSmusBNuLVPXCNDTBWPOK5Wc8fNwPOGPFUzc/4+Hj5r9u84oVD3zcLIfb7D9pLu6+0S/6qeqDnH7hk85w5x77j2Y02flQGEFhRGiFxFoXsfzYGLm/hzLVHgvxqep+Givvsfygn7ZO8loh/eQdmzceK19182PnC5+8rCfj8IGPJqCt6Ac+moC2oh/4aALain7gowloK/qBjyagregHPpqAtvr6oTBC85LWWG9A2Iv4iZEXzjHGiqdufsbDx/2As27zihXPePi4UooVT938wMfNcrjN/pPm4u4b/aKfqj7I6Rc+6Qx37sXax+DTmXU/7j8URlAYEVJ2rH0jlh/2n1CW0mOh/ceu7zlz5pilS5emD87pxcpX3fzY6Yb45GDIHa7bvGLFA5/clLcM6KeFItiATxBLaxA+LRTBBnyCWFqD8GmhCDbgE8TSGoRPC0WwAZ8gltYgfFoogg34BLG0BuHTQhFswCeIpTUInxaKYMPnQ2FEEFN3g7yxojnVgY/7AWeseOrmx2bBX9g6M2Fr3eYVKx74hPPtjqIfl4Yx7r7RL/qhMCLJYax9I5afftFPegV07k12PhRGUBgRWiWx1kUsP+w/oSylx3j9k+bh9+DjE0n34ZPm4ffg4xNJ9+GT5uH34OMTSffhk+bh9+DjE0n34ZPm4ffg4xNJ9+GT5uH34OMTSffhk+bh9+DjE0n34ZPm4ffg4xNJ930+PRVGrP32RWmvXfS23bfNTN9zehdH5h/y0EMPNYy77rpr/kFdWOrmx4bcT3xOPPJVXVA20Z6FZi/mC7erAMYOcj/gjPVGc9l+vvGBf+52eq3j7rvvPrPnnnu2+r00Hnroz43Tdt31Yb2c3jqnbn5sYP3E5+lvObvFUjVi6dBeo9f15cYXK54q/SxZssTce++95pZbbmlMbceOHY3f8HEznW3DJ8vEHYGPSyPb7kc+k6kwwn3Nz+vnrH7dkTrxab5W78f15TINtWO9TrC+4RMi3B7rBz7/vnZTO+AuWg/9eeffOw8b39879lJR/r6IFE+secXyM1F8/u7E+V1kPd77EmXvP1XpuVPeJ5qzTWo/7D9dic85KE8/RfNuXbL/OGADzX7iw/r6fSODu+9e78Lrouu0074akG1wqG5+bJD9tL6CUAODnTh3u06t6364f1WlZ8tH6adbznn3U+u/yE/d/NjYQ/px35PpZn51el/CxhsrHuurnz4/tfF289OJT/O9nW58hfTTzXnuMXVbF7HisXP0+eyyadOm5JMfl0CH9vU//fcOR2AeVAJ7Pnwfc+SjT+ib6c2fn7xZMqbzvon5J+e/p29iJdC4BB6x3/7msae9Mq5TvHVN4NnPfnajMKJ5Qj/tG82Y+Q0BCJRP4KMf/aix/3384x83RxxxRPkXrPAKvOavEH6Pl+631+o9TpPTINAg8Kmv3QuJSUpg7z3+wjzvyL0GavZ11PMgcq6baOqY97oxGtR4WF/9k1nWaf/kKnakg7hO66jnQeQcS4u8JxOLZP/54b2dcnPW0zdGfGD9GWb61JnmyMc/t9zo8F4rAl/d9Cmz3/THmlOPfWtXcZVZ0dNVAGMH9eM3Rlzx8lPMnvs92sx/4SndTpPjBoDADR/5V7PXAQeaZ77nfV3Npg7ryw00VjxV+hkaGjKjo6OtafGNES0UsuFXXMqDc4xV5j0UUqx4rG/4hAi3x/qRz2T6xghe87e12g8t/7V6P66vTpzZnzWhycbnrR+83szce5o5buFTNBisA0Xg0i9+0zxmvz3M8pcf1dW8Yq2LWH5s0KH9uW56/v/sXQn8VdP2X49nKpQhTZJnfnkqY0iTKSIZikfRzxgyhAYihMxDz5SKVApRST9pEP1SZh7S4+mZepShUKK/8fmfda5zf/vuu/e5e5+79z1737t+Prr7nL3O2mt917D33Wfdc9LCOcJnyJAhUF1dHdq4SZMmsGzZsrCt+o8pe9nm45rdVfEluuIQSDu+WrVqVZQCtuNCVzhT8uC4PuRnXXyIPhkCunGKo4j8R3d0U/4s4+PavKOLs0wv13DWlQfpRf5DezJJkPT/Gn5vR0Ujkf+oXMfSVFJ8FVUY0b7FcSxu1C5zBKpfu48KIwIb204QUWFEm96nlrlHkXosAs/cfAMVRpQgvljM+Ta9SoNHRO2YFl7xOBE+5YdPJRZG0Jo/3o9d6eXX6pR/4i1D+PiPT7Sx2+PwPeOVod6yQuDeifPLujDCFX9OC2d0VszPlVYY4YrdyypZOKxM2vFFhRFy5xCtD2m9IcernHt04xSxEPmPLka27zu45s+6ONvGJy17yfwnKoygPRldy/hNz+/tqGjjQ/5R0YOlMRXvyJPHhwojWKSpHYuAbkDadNxYQZlOn58YQYURjCEroEmFERkjm8obxfBh8wZKxU+cSdyxGHnY8VzjQ/iw1hG3yX/EuERnfcSHCiMi69Gnawjwa3Uf46sQpqbmQRxHhA+uATp06AA1NTWFRAn7TcnjGh9UToSPEigMkW29XNvYZVSnpkUEfN9AR2hE8eWaP6eFc4QPFUZYDCJinToCaccXFUbIXcCH/CyXnnpMIqAbpzi2yH90Zaq09bMuzrbxScteMv+hwghdi5QHPb+3o6KVD/lHRQ+WxlS8I08eHyqMYJGmdiwCugFp03FjBWU62RucpuSxzYeeGMEYsIKaVBiRMbbt+FJxKTZvID0/carw4Gls6zV06FBo3rw5VFVV8UMLj03Jg8x9wEcIQsxJwicGnKCr0vGhwoh4/6De9BDg1+qUn+NtIcKHCiNqMRPhU9ur1jI1X8j4uHYjWQ0VoioWAd830FF/UXy55s9p4Rzhs3DhQli0aFHoLvXr14ebblJ75WR4QfCPLG9E/aqftvm4ZndVXIiuOATSji8qjJDbz4f8LJeeekwioBunOLbIf3RlqrR5Rxdn2/ikZS+Z/1BhhK5FyoOe39tR0cqH/KOiB0tjKt6RJ48PFUawSFM7FgHdgLTpuLGCMp3sDU5T8tjmQ4URjAErqEmFERlj244vFZdi8wbS8xOnCg+exrZead3I8QUf3h6Fjk3Zi/AphLQf8cVrQYURPCJ07AoC/Frdh/lLFzvb+Tmt+dSUXqb4oF188B+6oagbQeVB7/sGuiy+XPPntHCW4aPrvabyoW0+rtldF2eiT4YAxVcGN9vxlcQ6ovUPxWkSJP2/RjdOUWOR/+giYTsuXPNnXZxt45OWvWT+Q4URuhYpD3p+b0dFKx/yj4oeLI2peEeePD5UGMEiTe1YBHQD0qbjxgrKdLI3OE3JY5sPFUYwBqygJhVGZIxtO75UXIrNG0jPT5wqPHga23qldSPHF3x4exQ6NmUvwqcQ0n7EF68FFUbwiNCxKwjwa3Uf5i9d7Gzn57TmU1N6meKDdvHBf1zb2NX1Z6JPhoDvG+iotSi+XPPntHCW4aPrLabyoW0+rtldF2eiT4ZAJcbXwIEDYfXq1SFgLVu2hL59+zr3ZBcUzof8nMzr6CpdBHTjFPmL/Ed33Eqbd3Rxto1PWvaS+Q8VRuhapDzo+b0dFa18yD8qerA0puIdefL4UGEEizS1YxHQDUibjhsrKNPJ3uA0JY9tPlQYwRiwgppUGJExtu34UnEpNm8gPT9xqvDgaWzrldaNHF/w4e1R6NiUvQifQkj7EV+8FlQYwSNCx64gwK/VfZi/dLGznZ/Tmk9N6WWKD9rFB/+hG4q6EVQe9L5voMviyzV/TgtnGT663msqH9rm45rddXEm+mQIVGJ8NW3aFJYvXx4C1rVrV5g+fToVRiRzH7qqRAjoximKRetnfePo4mx7XtbVwJQ8Mv+hwghdi5QHPb+3o6KVD/lHRQ+WxmZ8UWEEizS1YxHQDUibjhsrKNPJ3uA0JY9tPlQYwRiwgppUGJExtu34UnEpNm8gvQ8Li7Ru5PiCj4rdWRpTfkj4sKiK2z7EFy85FUbwiNCxKwjwa3Uf46sQlrbzM8b3tttuC1VVVYVECftNyeMaH1TOB/+hG4pKblp2RL5voMviyzV/TgtnGT66juxaXpXJ45rddXEm+mQIVGJ8UWFEMl+hq9JDQDdOUVJaP+vbSxdn2XyqO7JrfGT+Q4URupYtD3p+b0dFKx/yj4oeLI2pOEWePD5UGMEiTe1YBHQD0qbjxgrKdLI3OE3JY5sPFUYwBqygJhVGZIxtO75UXIrNG0jPT5wqPHga23p17NgRWrduDcOHD+eHFh6bkgeZ+4CPEISYk4RPDDhBV6XjQ4UR8f5BvekhwK/VKT/H24Lw8R8fuqEYb8Ny7fV9Ax3tIso/rvlzWjjL8NH1Z1PrVdt8XLO7Ls5EnwyBSowvKoxI5it0VXoI6MYpSiqa33U1qLR5Rxdn2/ikZS+Z/1BhhK5FyoOe39tR0cqH/KOiB0tjKt6RJ48PFUawSFM7FgHdgLTpuLGCMp3sDU5T8tjmQ4URjAErqEmFERlj244vFZdi8wbS8xOnCg+exgW9WJlMyYM8CR8W2fw24ZOPCXvGR3yoMIK1ILVdQoBfq/sYX4XwpPkrHqFKw4duKMb7Q7n2+r6BjnYR5WfX/DktnGX46PqzqXxom49rdtfFmeiTIUDxlcHNdnwlsY4P+TmJXnSNPgK6cYojiPxHd2TbceHavKOLs2180rKXzH+oMELXIuVBz+/tqGjlQ/5R0YOlMRXvyJPHhwojWKSpHYuAbkDadNxYQZlO9ganKXls86HCCMaAFdSkwoiMsW3Hl4pLsXkD6fmJU4UHT+OCXqxMpuRBnoQPi2x+m/DJx4Q94yM+VBjBWpDaLiHAr9V9jK9CeNL8FY9QpeHj2sZuvHWo1xQCvm+gIw6i/OyaP6eFswwfXf8xlQ9t83HN7ro4E30yBCi+MrjZjq8k1vEhPyfRi67RR0A3TnEEkf/ojmw7Llybd3Rxto1PWvaS+Q8VRuhapDzo+b0dFa18yD8qerA0puIdefL4UGEEizS1YxHQDUibjhsrKNPJ3uA0JY9tPlQYwRiwgppUGJExtu34UnEpNm8gPT9xqvDgaVzQi5XJlDzIk/Bhkc1vEz75mLBnfMSHCiNYC1LbJQT4tbqP8VUIT5q/4hGqNHxc29iNtw71mkLA9w10xEGUn13z57RwluGj6z+m8qFtPq7ZXRdnok+GAMVXBjfb8ZXEOj7k5yR60TX6COjGKY4g8h/dkW3HhWvzji7OtvFJy14y/6HCCF2LlAc9v7ejopUP+UdFD5bGVLwjTx4fKoxgkaZ2LAK6AWnTcWMFZTrZG5ym5LHNhwojGANWUJMKIzLGth1fcS41YcIEWLt2LfTp0yck+/3338NPfuKM4yHrS1MvkUym5EHehI8I4dpzhE8tFqKWj/hQYYTIknTOBQT4tbqP8VUIR9vz1/z586FevXrQunXrQqKE/abkcY0PKueD/7i2savkNERUNAK+b6AjAKL4cs2f08JZho+u47iWV2XyuGZ3XZyJPhkCFF8Z3GRxoYuqKT44rg/5WRcfok+GgG6c4igi/9Ed3ZQ/y/i4Nu/o4izTyzWcdeVBepH/UGFEEiT9v4bf21HRSOQ/KtexNJUUX1QYwVqe2rEI6AakqUBCoZIGNhVGxJqUOh1CgAojMsYwlTeS8GnatCksX7486xVUGJGFIraRND+zTJPYi70+arvGB+UifCLriD99xIcKI8S2pLPpI8Cv1X2Mr0IomsrzOI4IH/zu0KFDB6ipqSkkSthvSh7X+KByInyUQGGIbOvl2sYuozo1LSLg+wY6QiOKL9f8OS2cZfjoupTt/GNKHtfsrqsX0SdDgOIrg5trcYpS+ZCfk3kdXaWLgG6cIn+R/+iOazsuXJt3dHG2jU9a9pL5DxVG6FqkPOj5vR0VrXzIPyp6sDSm4h158vhQYQSLNLVjEdANSJuOGyso00mFEQwY1HQaASqMyJjHVN5IwsfnwohOnTpBq1atYPjw4Up+ngQfGWN+YSGjiztvSh7X+KDOhE+c5f3Ehwoj4m1KvekhwK/VKf/E20KEDxVG1GImwqe2V61le152bWNXDRWiKhYB3zfQUX9RfLnmz2nhHOGzcOFCWLRoUegu+CSfm2++OWyr/mM7/6jKEdHJ5HHN7pG89GkXgbTjC/cOivmT+bMuT9f4oPw+5GddnIk+GQK6cYqjiPxHd3TbceHavKOLs2180rKXzH+oMELXIuVBz+/tqGjlQ/5R0YOlMRXvyJPHhwojWKSpHYuAbkDadNxYQZlOKoxgwKCm0whQYUTGPKbyRhI+PhdGpHUjB63GLyySBFoSe4nGcY0P4SOyUu45H/2HCiNybUhH7iDAr9V9jK9CaJrK8ziOCJ+05lNTepniI8OnkH34flPyyPi4trHL60/HdhDwfQMdURHlH9f8OS2cI3yGDBkC1dXVoRM1adIEli1bFrZV/5HlDdXrIzrbfFyze6Q3fdpFIO34osIIuX19yM9y6anHJAK6cYpji/xHV6ZKm3d0cbaNT1r2kvkPFUboWqQ86Pm9HRWtfMg/KnqwNKbiHXny+PwpeJ965iXq7IgF2vfOvRTq1W0A7VscV4CSussJAQzIBps0hR5tzi+5WkuWLIGddtpJe9w6deqE1wR+rn1tWhc8fcYpsGnDRtCm96lpiUDjpoAAFkbUa74ttB1yTclHTxpfJRfU8oCLFy+GX375Bdq2bRuOFOUNH/DBXNeuXTuYPXu2ZZTy2fuAT77UpTtD+MRj7SM+w4YNA/x/1qxZ0L59+3gFi+xNGx9a8xdpwBJfzq/V0/afEquvPZwInzTnU20FLF8gwsfykNrsh4x4ARpsvjH0OHxP7WvpAn8RwA30Jg02hnO6F/eL5zQREMWXa/6cJs6Iz+DBg+Hpp58OzdS4cWP48MMP0zSZtbFds7s1RYlxDgJpx1eS/dUcBcr4wIf8XMbwO6VakjgV+Y9TSgXCuDbvJMHZNUxNySPyH9qTMYWuX3z4vR0V6UX+o3JdpdDw+FBhRKVY3oCeSQLSwLAhC95xVflSYYQqUkSXNgJUGJG2BWrH5/NG0vxTy9F+K80bOT7gY98C8hEIHzk22OMjPlQYEW9T6k0PAX6t7mN8lRI9ET5pzqel1F1lLBE+KteVksa1jd1S6l7JY5XDBroovlzz5zRxRnyoMKKSo7z8dU87vqgwQu5jPuRnufTUYxKBJHEq8h+TMpngResNEyja4SHyHyqMsIO161z5vR0VeUX+o3JdpdDw+NCrNCrF8gb0xIBsWK8Z9GrfX4mbzUedKAkQENGrNFSRIrq0EaBXaWQsYCpvFMOHzRsoFf+opSS+Uow87HgyPmk9+tsXfFgMVdoynFWu5Wl88B9e5kLHlY4PvUqjkIdQf1oI8Gt1yj/xlhDhU1NTA/Xr14fWrVvHX/xHr6l86BofVE+EjxIoDJFtvegR9AzYFdTEGxVbN9wE+vVso6S1bT9UEoIjEsWXa/6cFs4IlQgfDsKCh67ZXSaPa3YvCCwRGEGA4isDoywudEE2xQfHFeUfilNdi5QHvW6cyvxHFw1T/izj45o/6+Is08s1nHXlkfkPvUojCZL+X8Pv7ahoJJq/VK5jaSopvqgwgrU8tWMR0A1IU4GEQiUNbPYGpyl5bPOZ0rMHvUoj1hPLs5MKIzJ2tR1fKt7D5g2kT5p/2LFs69WxY8fwJs7w4cPZYaVtU/LgAD7gIwVC0kH4SID543Sl40OFEfH+Qb3pIcCv1Sk/x9uC8PEfH9c2duMRpV5TCPi+gY44iPKPa/6cFs4yfHT9x9R61TYf1+yuizPRJ0OgEuNr0aJF4atLEbF69erBDjvsALbjK4l1fMjPSfSia/QR0I1THEHkP7oj244L1+YdXZxt45OWvWT+Q4URuhYpD3p+b0dFKx/yj4oeLI2peEeePD5UGMEiTe1YBHQD0qbjxgrKdLI3OE3JY5sPFUYwBqygJhVGZIxtO75UXIrNG0jPT5wqPHgaF/RiZTIlD/IkfFhk89uETz4m7Bkf8aHCCNaC1HYJAX6t7mN8FcKT5q94hCoNH9c2duOtQ72mEPB9Ax1xEOVn1/w5LZxl+Oj6j6l8aJuPa3bXxZnokyFQifHVtGlTWL58eQhY165dYfr06VQYkcx96KoSIaAbpyiWaH7XFbfS5h1dnG3jk5a9ZP5DhRG6FikPen5vR0UrH/KPih4sjal4R548PlQYwSJN7VgEdAPSpuPGCsp0sjc4Tcljmw8VRjAGrKAmFUZkjG07vlRcis0bSM9PnCo8eBoX9GJlMiUP8iR8WGTz24RPPibsGR/xocII1oLUdgkBfq3uY3wVwpPmr3iEKg0fuqEY7w/l2uv7BjraRZSfXfPntHCW4aPrz6byoW0+rtldF2eiT4ZAJcYXFUYk8xW6Kj0EdOMUJRXN77oaVNq8o4uzbXzSspfMf6gwQtci5UHP7+2oaOVD/lHRg6UxFe/Ik8eHCiNYpKkdi4BuQNp03FhBmU72BqcpeWzzocIIxoAV1KTCiIyxbceXikuxeQPp+YlThQdP44JerEym5EGehA+LbH6b8MnHhD3jIz5UGMFakNouIcCv1X2Mr0J40vwVj1Cl4UM3FOP9oVx7fd9AR7uI8rNr/pwWzjJ8dP3ZVD60zcc1u+viTPTJEKjE+KLCiGS+Qlelh4BunKKkovldV4NKm3d0cbaNT1r2kvkPFUboWqQ86Pm9HRWtfMg/KnqwNKbiHXny+FBhBIs0tWMR0A1Im44bKyjTyd7gNCWPbT5UGMEYsIKaVBiRMbbt+FJxKTZvID0/carw4Glc0IuVyZQ8yJPwYZHNbxM++ZiwZ3zEhwojWAtS2yUE+LW6j/FVCE/b89fQoUOhefPmUFVVVUiUsN+UPK7xQeV88B+6oajkpmVH5PsGuiy+XPPntHCW4aPryK7lVZk8rtldF2eiT4ZAJcbXhAkTYO3atSFguNbq3LkzvUojmfvQVSVCQDdOUSxaP+sbRxdn2XyqO7JrfGT+Q4URupYtD3p+b0dFKx/yj4oeLI2pOEWePD5UGMEiTe1YBHQD0qbjxgrKdLI3OE3JY5sPFUYwBqygJhVGZIxtO75UXIrNG0jPT5wqPHgaF/RiZTIlD/IkfFhk89uETz4m7Bkf8aHCCNaC1HYJAX6t7mN8FcLT9vyFa4AOHTpATU1NIVHCflPyuMYHlfPBf+iGopKblh2R7xvosvhyzZ/TwlmGj64ju5ZXZfK4ZnddnIk+GQIUXxncZHGhi6opPjiuaP1DcaprkfKg141Tmf/oomHKn2V8XPNnXZxlermGs648Mv+hwogkSPp/Db+3o6KRaP5SuY6lqaT4osII1vLUjkVANyBNBRIKlTSw2RucpuSxzYcKI2LdsGw7qTAiY1rb8aXiQGzeQPqk+Ycdy7Zead3I8QUf1hYqbVP2InwKo+1DfPFaUGEEjwgdu4IAv1b3Mb4KYWk7P6c1n5rSyxQftIMP/uPaxm4h/6V+Mwj4voGOKIjiyzV/TgtnGT663mMqH9rm45rddXEm+mQIUHxlcLMdX0ms40N+TqIXXaOPgG6c4ggi/9Ed2XZcuDbv6OJsG5+07CXzHyqM0LVIedDzezsqWvmQf1T0YGlMxTvy5PGhwggWaWrHIqAbkDYdN1ZQppO9wWlKHtt8qDCCMWAFNakwImNs2/Gl4lJs3kB6fuJU4cHT2NYrrRs5vuDD26PQsSl7ET6FkPYjvngtqDCCR4SOXUGAX6v7MH/pYmc7P6c1n5rSyxQftIsP/uPaxq6uPxN9MgR830BHrUXx5Zo/p4WzDB9dbzGVD23zcc3uujgTfTIEKL4yuNmOryTW8SE/J9GLrtFHQDdOcQSR/+iObDsuXJt3dHG2jU9a9pL5DxVG6FqkPOj5vR0VrXzIPyp6sDSm4h158vhQYQSLNLVjEdANSJuOGyso08ne4DQlj20+VBjBGLCCmlQYkTG27fiKc6mmTZvC8uXLsyS///572OYnziyBRsO2XmndyEEIfMBHw1QhqSl7ET6FkffRf6gworBdiSIdBPi1uo/xVQg52/k5rfnUlF6m+KAdfPAf1zZ2C/kv9ZtBwPcNdERBFF+u+XNaOMvw0fUeU/nQNh/X7K6LM9EnQ4DiK4Ob7fhKYh0f8nMSvegafQR04xRHEPmP7si248K1eUcXZ9v4pGUvmf9QYYSuRcqDnt/bUdHKh/yjogdLYyrekSePDxVGsEhTOxYB3YC06bixgjKdVBjBgEFNpxGgwoiMeUzljSR8qDAiWYjwC4skXJLYSzSOa3xQRsJHZKnacz7iQ4URtfajllsI8Gt1H+OrEKKm8jyOI8KHCiNqLSDCp7ZXrWXKXjI+rm3sqqFCVMUi4PsGOuovii/X/DktnCN86tatC6tXrw7dZb311oOWLVuGbdV/ZHlD9fqIzjYf1+we6U2fdhFIO75atWpVlIK240JXOFPy4Lg+5GddfIg+GQK6cYqjiPxHd3RT/izj49q8o4uzTC/XcNaVB+lF/kOFEUmQ9P8afm9HRSOR/6hcx9JUUnxRYQRreWrHIqAbkKYCCYVKGthUGBFrUup0CAEqjMgYw1TeSMKHCiOSBUTS/MyOlsRe7PVR2zU+KBfhE1lH/OkjPlQYIbYlnU0fAX6t7mN8FULRVJ7HcQifeLR9wMe1jd14RKnXFAK+b6AjDqL4cs2f08I5wmfIkCFQXV0duk2TJk1g2bJlYVv1H1PzhW0+rtldFV+iKw6BtOOLCiPk9vMhP8ulpx6TCOjGKY4t8h9dmSpt3tHF2TY+adlL5j9UGKFrkfKg5/d2VLTyIf+o6MHSmIp35MnjQ4URLNLUjkVANyBtOm6soEwnFUYwYFDTaQSoMCJjHlN5IwmfQYMGwapVq2DUqFGhMD69SgNv1G677bZQVVWl5OdJ8JEx5hcWMrq486bkcY0P6kz4xFneT3yoMCLeptSbHgL8Wp3yT7wtCB//8aEbivE2LNde3zfQ0S6i/OOaVtlbPAAAQABJREFUP6eFc4QPFUaUawSTXohA2vFFhRFyP/QhP8ulpx6TCOjGKY4t8h9dmWzva9F6I2MR2zjr2h3pRf5DhRFJkPT/Gn5vR0Ujkf+oXMfSuBYXpuRBHXl8qDCCtTy1YxHQDUibjhsrKNNJhREMGNR0GgEqjMiYx1TeKIYPmzdQKn7iTOJIxcjDjucaH8KHtY64Tf4jxiU66yM+VBgRWY8+XUOAX6v7GF+FMDU1D+I4hE882j7g49rGbjyi1GsKAd0bFabyhik+iIMovlzz57RwjvChwghTEUN8XEQg7fiiwgi5V/iQn+XSU49JBHTjFMcW+Y+uTKbWGzI+tN7IWESGT1r2wnFF/kOFEboWKQ96fm9HRSuR/6hcx9K4Fhem5EEdeXyoMIK1PLVjEdANSJuOGyso08ne4DQlj20+U3r2gE0bNoI2vU9lNKFmuSNAhREZC9uOLxU/YvMG0vMTpwoPnsYFvViZTMmDPAkfFtn8NuGTjwl7xkd8qDCCtSC1XUKAX6v7GF+F8KT5Kx6hSsPHtY3deOtQrykEdG9UmIoLU3wQB1F+ds2f08I5wueLL76ApUuXhm5Tp04d6NWrV9hW/ceUvWzzcc3uqvgSXXEIpB1fVBght58P+VkuPfWYREA3TnFskf/oylRp844uzrbxScteMv+hwghdi5QHPb+3o6KVD/lHRQ+WxlS8I08eHyqMYJGmdiwCugFp03FjBWU62RucpuSxzYcKIxgDVlCTCiMyxrYdXyouxeYNpOcnThUePI0LerEymZIHeRI+LLL5bcInHxP2jI/4UGEEa0Fqu4QAv1b3Mb4K4UnzVzxClYYP3VCM94dy7fV9Ax3tIsrPrvlzWjjL8NH1Z1P50DYf1+yuizPRJ0OA4iuDm+34SmIdH/JzEr3oGn0EdOMURxD5j+7ItuPCtXlHF2fb+KRlL5n/UGGErkXKg57f21HRyof8o6IHS2Mq3pEnj8+f1q5d+zs7mEr73rmXQr26DaB9i+NUyImmTBDAgGywSVPo0eb8kmu0ZMkS2GmnnbTHxV8W4F/g59rXpnXB02ecQk+MSAv8FMfFwoh6zbeFtkOuKbkUSeOr5IKWaEA+bxA+8cATPoRPPALxvT76z7BhwwD/nzVrFrRv3z5ewSJ708aH1vxFGrDEl/Nr9bT9p8Tqaw8nwuf666+HZs2awcknn6zNr9wuEOHjmo5DRrwADTbfGHocvqdropE8FhHADfQmDTaGc7q3sjiKXdai+HLNn9PEWYSPXYukx901u6eHRGWNXInx1a1bN1i5cmVo6LZt28LNN9/spNFF+Yfi1ElTWRcqSZyK/Me6oJoDuObPSXDWVNkbcpH/0J6MN+YzKii/t6PCXOQ/KtdVCg2PDxVGVIrlDeiZJCANDBuy4B1XlS9/g1P1ujTpqDAiTfTTG5sKI9LDnh+ZzxtJ8w/P1+bxggULoF69etCyZUubwwh5+4CPUPASnSR84oH2ER8qjIi3KfWmhwC/VvcxvkqJnggfXAO0a9cOZs+eXUpRnBxLhI9rgrq2sesaPuUqTzlsoIviyzV/ThNnET7l6s+u2b1ccXZNr0qMr+233x4+//zz0BRdunSByZMnu2aWUB5R/qE4ddJU1oVKEqci/7EuqOYArvlzEpw1VfaGXOQ/VBjhjfmMCsrv7agwF/mPynWVQsPjQ6/SqBTLG9ATA7JhvWbQq31/JW42H3WiJEBAxD4S35Q8tvnQqzRUrVtedPQqjYw9bceXiteweQPp+UctqfDgaWzrhTJ36NABampq+KGFx6bkQeY+4CMEIeYk4RMDTtBV6fjQqzTi/YN600OAX6tTfo63hQiftOZTU3nVFB9EToRPPKL5vabkkfFx7VHA+QjQGRsI4Ab61g03gX492yixl/mP0sUMkSk+yFIUX675c1o4y/BhTKHUNGUv23xcs7sSuERUNAKVGF9NmzaF5cuXh9h17doVpk+fbux7pak4ReF8yM9FOyAxUEJAN06Rqch/lAZjiEz5s4yPa/OOLs4yvRgIlZqu8UGhRf5Dr9JQMmfZEfF7OyoKivxH5TqWxrW4MCUP6sjjQ4URrOWpHYuAbkDadNxYQZlO9ganKXls86HCCMaAFdSkwoiMsW3Hl4pLsXkD6fmJU4UHT2Nbr7Ru5PiCD2+PQsem7EX4FELaj/jitaDCCB4ROnYFAX6t7sP8pYud7fyc1nxqSi9TfNAuPviPaxu7uv5M9MkQ8H0DHbUWxZdr/pwWzjJ8dL3FVD60zcc1u+viTPTJEKjE+Dr88MNhxYoVIWD4dK477riDCiOSuQ9dVSIEdOMUxRLN77riVtq8o4uzbXzSspfMf6gwQtci5UHP7+2oaOVD/lHRg6UxFe/Ik8eHCiNYpKkdi4BuQNp03FhBmU72BqcpeWzzocIIxoAV1KTCiIyxbceXikuxeQPp+YlThQdPY1uvtG7k+IIPb49Cx6bsRfgUQtqP+OK1oMIIHhE6dgUBfq3uw/yli53t/JzWfGpKL1N80C4++A/dUNSNoPKg930DXRZfrvlzWjjL8NH1XlP50DYf1+yuizPRJ0OA4iuDm+34SmId0fqH4jQJkv5foxunqLHIf3SRsB0XrvmzLs628UnLXjL/ocIIXYuUBz2/t6OilQ/5R0UPlsZUvCNPHh8qjGCRpnYsAroBadNxYwVlOtkbnKbksc2HCiMYA1ZQkwojMsa2HV8qLsXmDaTnJ04VHjyNbb3SupHjCz68PQodm7IX4VMIaT/ii9eCCiN4ROjYFQT4tboP85cudrbzc8eOHaF169YwfPhwJdFMyeMaH1TeB/9xbWNXyWmIqGgEfN9ARwBE8eWaP6eFswwfXcdxLa/K5HHN7ro4E30yBCi+MrjJ4kIXVVN8cFwf8rMuPkSfDAHdOMVRRP6jO7opf5bxcW3e0cVZppdrOOvKg/Qi/6HCiCRI+n8Nv7ejopHIf1SuY2kqKb6oMIK1PLVjEdANSFOBhEIlDWz2BqcpeWzzocKIWDcs204qjMiY1nZ8qTgQmzeQPmn+YceyrRcVRmTQto0za1PVtg/+o6pLRGcKZ+TnIz5UGBF5An26hgC/VvcxvgphWun5h/DZKAcC1zZ2c4SjA2sI+L6BjsCI8rNr/pwWzjJ8dB3K1Hxhm49rdtfFmeiTIUDxlcHNdnwlsY4P+TmJXnSNPgK6cYojiPxHd2TbceHavKOLs2180rKXzH+oMELXIuVBz+/tqGjlQ/5R0YOlMRXvyJPHhwojWKSpHYuAbkDadNxYQZlO9ganKXls86HCCMaAFdSkwoiMsW3HV5xLDRw4EFavXg2jRo0KyX7//ffwk58443jI+mzrVVNTA/Xr1w9/5SqTgT1vSh7k6QM+rO4qbcInHqVKx4cKI+L9g3rTQ4Bfq1N+jrcF4eM/Pq5t7MYjSr2mEPB9Ax1xEOUf1/w5LZxl+Oj6j6n1qm0+rtldF2eiT4YAxVcGN9vxlcQ6PuTnJHrRNfoI6MYpjiDyH92RbceFa/OOLs628UnLXjL/ocIIXYuUBz2/t6OilQ/5R0UPlsZUvCNPHh8qjGCRpnYsAroBadNxYwVlOqkwggGDmk4jQIURGfOYyhtJ+DRt2hSWL1+e9ROfCiOyQis2kuAjY80vLGR0cedNyeMaH9SZ8ImzvJ/4UGFEvE2pNz0E+LU65Z94WxA+/uPj2sZuPKLUawoB3zfQEQdR/nHNn9PCWYaPrv+49r1AJo9rdtfFmeiTIUDxlcFNFhe6qJrig+P6kJ918SH6ZAjoximOIvIf3dFN+bOMj2vzji7OMr1cw1lXHqQX+Q8VRiRB0v9r+L0dFY1E/qNyHUtTSfFFhRGs5akdi4BuQJoKJBQqaWBTYUSsSanTIQSoMCJjDFN5IwkfKoxIFhBJ8zM7WhJ7sddHbdf4oFyET2Qd8aeP+FBhhNiWdDZ9BPi1uo/xVQhFU3kexyF84tH2AR/XNnbjEaVeUwj4voGOOIjiyzV/TgvnCJ+xY8fCggULQrdp0KABzJw5M2yr/mNqvrDNxzW7q+JLdMUhkHZ8tWrVqigFbMeFrnCm5MFxfcjPuvgQfTIEdOMURxH5j+7opvxZxse1eUcXZ5leruGsKw/Si/yHCiOSIOn/NfzejopGIv9RuY6lqaT4osII1vLUjkVANyBNBRIKlTSwqTAi1qTU6RACVBiRMYapvJGEDxVGJAuIpPmZHS2Jvdjro7ZrfFAuwieyjvjTR3yoMEJsSzqbPgL8Wt3H+CqEoqk8j+MQPvFo+4CPaxu78YhSrykEfN9ARxxE8eWaP6eFc4TPkCFDoLq6OnSbJk2awLJly8K26j+m5gvbfFyzuyq+RFccAmnHFxVGyO3nQ36WS089JhHQjVMcW+Q/ujJV2ryji7NtfNKyl8x/qDBC1yLlQc/v7aho5UP+UdGDpTEV78iTx4cKI1ikqR2LgG5A2nTcWEGZzjQKI2pqagD/xxsncX8yfKb07AGbNmwEbXqfGnc59ZUZAlQYkTGoLC50zV0MHzZv4Lj8xKkrC9IXIw87nmt8UDbCh7VQfpvwyceEPeMjPj4VRgwfPhymTp0Ks2fPho022oiFXqlNX8KVYHKGiF+r+xhfhcA0NQ/iOCJ8OnXqBHizAGNH5c+UPK7xkeGjgglLU0ivYr830Q1FFu3Kabu6ga7qz2gpUf5xzZ/TwjnCx5fCCFW7y/Kha3avnEySrqZpx1elFUaoxmmUf3h8KE7TjZe0RteNU5n/6Movmy8iPqr+LOPjmj/r4izTK8JH9bNUfFTthXKL1oe0J6Nq0fKi4/d2VLQT+Y/KdSxNqeKCHTOubUoeHIPHhwoj/kB+1F2j4euV30jtcNzfj4Gd/rpT2D9hzET4dOlnYfuQLgfDXm32zF4375kaeHnhK9njuhvXhfMuORfWWWed7DlfG7oBadNxVTFkb3CakkeFD26q4sR31VVXSQskZHxcKIy4/YEHYeW33+bAvM46f4Jdd9wR2rRuBds1a5bTl+Rg1XffwR1jxsIvv/6ac/mGG24Ae+y6K+y3e2vYon79nL5iDn7//XeYOnsOTJk1G97/+BNo0nAr2LvlbtDzqK4wZ8ELcE7PE4thX/S1VBiRgVAWF7oAF8OHzRs4Lj9x6sqC9MXIw44n4zN//nyoV68etG7dmiWXtmV8pBfEdPiAT4z4wi7CRwhL9mSl4+NTYQQabbPNNoNVq1ZBhw4dwrVJ1pAKjVJ9CV/05juA6+t/v/s+rL/++tDib3+Fk8/oBfPnzodep/WEDTfaUEHaeBJcBzz95EyY8eTT8OGSj6BRk4bQes9WcOzxx8D8Z5+HU848OZ5Bgd4vPv8Sxo0aD//73/9Cyha7/RW6dT8K1v6wFu4dfh/88vMv4Xkc99Q+VQW4Jevm1+qUn+NxFOGDawCdWDGVD13jg8iJ8IlHNL9XRa9ivje5tLH79puvwUNj7oX3/rUoyGMbQIvdWkPVGefBvLlPw8mnnRsUp9XJB0jxzOrV38J9d94Cv/6aySPRZRtuuBG0bL1XsB+xP2y2+ZbR6cSfpRonsYB/XOjyBrqKP6MaovhyyZ9RxrRwjvDx6VUaKnaX5UMX7G4zf6E9R9x5E3zz9UpsZv9wj3SXv+4Ge+y9HzT/y/bZ88U0Rt59C6xc8VVBFq123xuOPPr4gnQ2CdKOL/7Gv66uMn92mY9KnKL8rudnm/EqWweI7Nr1mBPCNYior9A52Tim1zWF5CjUrxunyE/kP4XG4ftV4kvFn2V8XJh3WJ11cZbpxfJUaZeSj4q9UGaR/5RqT0YFsyQ0L8x/AeY8PRfefP0tqFu3Lux7QBvoeepJsGWDLXLY3XP7vfDd6jXZc3vsvTt0PvJQWL1qNYy6+3749Zfa+0dHHtMFdmu9G7y7+D148vHp2WtkjcZNG0HVWb1l3U6e5/d2VIQU+Y/KdSxNKeOCHVfWNiUP8ufxocKIP1B/eOwj2cKID5Z8AK+99Dqc2PvvYW+wPwZHHN0F/rL9X8LjKY8+Ae8HG7fjRo+HRo0bwewXZwLezMW/lxa8DK+/8ga89cbbsPTjpSGP086uguhGW0jk6T+6AWnTcVUhjHDHzXBT8qjwwaIInPSiP1GBhIyPC4URoyc9Bg9Ongqb1K0DHfdtE6rx408/w8tvvgkvv/U2DD7nbOh/5umwbhEFP999/z2MmPgI3Dl+PBzRsSP8pdnW4TjfBBPecy+9DF+sXAGjh10HXTp2iGAs6vP8odfC+CemwdGHHAyHd2gPS5ctDwsl/v3RR9Bg883hg+eeKYp/sRdTYUQGQVlc6OJbDB82b+C4/MSpKwvSFyMPO56MT1o3clA2H/BhMVRpy3BWuZanIXx4RHKPfcTHt8KIW265BQYOHJgFXuembym+hD85eToMPP/SsNC4S7fDQzlnPTUHXn3x1bA954WZ0Hy75ln5kzYuv2QITH54ChzWtTMceGgn+Oy/n4WFEh8s+RC22HILePGdzHvMk/Jf8eWK4MblqLDA47xL+sLOLXaCQ7scAj/+348w5r4HYdFbi+G9d94LC6Z79OyedJjY6/i1uo/xFatg0Gk7P6c1n5rSyxQftEOp/KeY702ubOw+8fhE6H/+qbD3vgfAEd16hG48s3oqvPLi/LD97Ivvwrbb7RC2k/yz5rvVMHb03TB6xO1wyGFdYZttMzcRV33zNSyY/wx89eUXcPs94+DgzkcmYZ+9plTjZAdM2HB5A13Fn1FtUXyZ8ueBF54Bp/W5EHZpsVtChDOXpYWzDB9dZUzlQxU+KnaX8TFld118Inrb+QvHeejBEfDoQ/dD3Y03gbbtDwqH/unHH+H1V1+AN159EfoNuArO7XcprLvuupFYiT5xnP+8/y5MHDsSLug/RMjjlRefh62bNYeb/3G/sL9UJym+MkjL4kLXDip8VOIUx7WZn3X14ultx+sP36+BMSPvhDffeAU++vB9OKZHL16E8PixiWOg/2XXwjHHi/uFFzEny3W9gSqK/IdRXalpyp9lfEzNO76vN2T4KBmJIVLhU0z+KcWeDKOOseZvv/4Gd9z0DxgdFDXgD0PwRykrV6yEGdNmhvdMpz0zBbZqtFV2vAdHjoVHxz8W/oBlrzZ7Qas9WkL7A9vBmu/WwPj7Hwp+gPI73H3bPeEPZ44P9lN2brEzzKqeDdcMvi57DxeZIZ+OB3fI3sfF+7zLPl0Ok2dOyo7lQ4Pf21GRuVT5R0UWlbgoJR8ci8eHCiMEFsCnPtxz+4jYgFn51Upo26p9WBiBBRRnX3hWDqdJEx6DF59/Cf4x6o6c8z4f6AakqQBAzHjHVcWRvcFpSh5VPlE1ICsrWyAh4+NCYQTKfMn1N0LjrRpA/zNOZ1WAV95+G4499zy45sIL4PTjMxt/OQSaB62OPApGXDMU9t9j95wrx06ZChdeOwxeeOxR+NtOO+b06R68tugdOPiUKnhl6uOwy3bbZS/HgpkzB18BNa+8SoURwWOji/mT+bMuTxf4sHkD5U+af1jdbeuV1o0cX/BhbaHSNmUvwqcw2j7EF6+Fb4UR6M/4bm58agT7p1IgYftL+M8//wy7NW8NN915AxzdoxsrHuBa+soBV4OJwggsWD7hyBNhxvxq2GGnzA1FHAzXAQPOGxSu2YstjEB+//3kUzhkv87w/ufv4mHOX/XUp+CJSdNgzKT7c86bPODX6j7GVyE8bOfntOZTU3qZ4oN2KKX/JP3eZGpjt5DfxfX//PNP8NdtNoFb7xyTd4MAbwRePuBcKLYwIhq/Y5ud4ZZ/PBAWYETn8DMaZ8ZzbxR9Mxz5lWocHCvJX1o3FFXjq5A/o86i+DLlz53bt4IrrrkV2nU8JAm82WvSwlmGT1YwxYaqvQqxU+VTyO4yPqbsXkgPUX8p89dVl14Q3ABpDH37XZYjyj9fewmqTjwSBl1xPfSs6pPTl+Tgk48+gIP2bwEffvGz8PLR994WFE+8R4URKez/TJgwAdauXRvapXnz5tC5c2djBa+y+OKdoFCcIr3N/MzLo3Ncynid/Og4eGbWdBg5dopQxNNOOgq6Bk9dSVoYETEtt/UG6iXyn0hf1U9T/izjY2re8X29IcNH1U4RnSqfpPnH9p5MpIfpTyxQuOvWe2DsY2Og5e61xbpYMHH1pdfAvxb9Cx5+ckLO00Ev63d5+AMT2dMddm7cAua+PAeaNd86FBcLIyYGP3Z/aMrYrPhHdOgKl187GPZvv194riZ4Cundt90be583e7FDDX5vR0W0UuafQvKoxkWp+OA4PD5UGCFAX6cw4r5x98DZvfvCvNefhSZNG2e5UWGE/V90ZcGOabA3OEsdkHw1ICsmFkgMGjQoPMW/89v1wggUetozc6Hv1UPhreonw6ctrF6zBua+8CL89sfjo9u0agnNmzYN9Zs5/3lY88MPYXub4MbMvsGrONg/WWEE0gy48WZY9O9/w6wHHwifupJ0nPsfexyenPssVI+6jx06bL+xeDGcdulgePupwo9eyrvY4Al6YkQGzFLHqciEbN7Afn7iFF1T6JxtvdK6keMLPoXsw/ebshfhwyObf+xDfPFS+1gYcffdd+c8NYLVKa5AwvaXcHwC21EHHQPvfvoOrPvn3F8JYtHEvru2DYsZGjdpFIr8XfBrgQXPLci+rmL3vVrD1ttkvhTPmzMPvv8+s95o2qxJ8GjmPbJq4pPhZs+YA+MefzB7LmrgazwuPqd/8AV7dnQKko5DhRFZCPMapvKqKT4ooCj/pDWfmtLLFB8ZPnmGLXBCVZ6k35tMbewWUCO2+9/vvgNHHLgnLPlsbZDH/pxDizcx9mrRBGY//zY0bpLJVd99twqef24O/PbbbyEtPka+2Tbbhu1n58yA79d8F7bxF8177rN/2I7+kd1AwP6hg/vBvxa/BZOenBd+byrVOJFspfxM64a9KX/GdYQo/5jyZ99vVKAvifDR9TFVexXiq8rHxzymm7+woPSZmdODm9mZm9vbbLsd7L5n5gmjb/3z1eAXoB+GcG6w4YZw2BHH5EArK4xAoqerp8ClF50F815+L3iK11Zh4WrScQoVRjxw33D4YMl7cMPtI3PkK/VBWnkM9UwrvpoGe4TLly8Poe7atStMn46+9H/hMb8vGp7U+EeVT6E4tZ2fNVTKI9WN12LWAYUKI87o1S14Hc0JcHT3k4LvTaVZ1+QBUoITunGKIpUyvgr5s+y+A603Ms6jmjcKuZoqn0L2kuUf23syhfRL0o9P0zygdQe464F/hE/R5Hn877f/QdcDu8GBnQ+ESwZflO2mwogsFECFERksVOOrFjl5i8/PVBghwEqnMGLxf9+Gi/pcAn9e788wfOTtWW5UGEGFEegMomrArJMEjcsvvxyuu+469hT4UBiBAuMTGE7qeiSc1qM7LF7yH+g9YBB8sHQp7LrjjjDkvHPD11VgoUTv/gOh+rl5oY79Tq2CoReen6NvXGHEqu++g+btO8FLkydBix12SDzO7AULoe9VQ+H1aVOg/qab5oyPB/8XPMZxo+DLe5p/VBiRQd/UhFcMHyqM0IsEfmGhd7U7dmflLsZ/WD7YJnx4RHKPfcQHv7AOHToU5s2bBx2DV0Hxf676j+ipEazsogIJ21/Cv1v9Hey9y74w6alHwkcrsvJgG19DseFGtfMzFlJccOZF8MlHn4SPTrxo0AXQKXgtBn6xvuDMfsFm/dyQxZnnnQH9L784yw5/JTD4oitg1sIZsGm9/HWAqXGoMCILeV7DVFyY4oMCivIPxve2224LVVVVeTqITpiSxzU+qKsIHxEGced09EryvcnUxm6cDoX68D3Ze+zcECbPWJC9QchegzcQN9qoTvYU3tg478y/w8cf/id8usPFwS+mDjr0iLBQ4rwzTwzewTstpO1z3gAYeMWw7HXYiCuMiOSYWfMm7LTLrlCqcXIELNGB7o0KHT+MU0GHTyF/Pvvss2HEiBE5w5nyZyqMyMCqY68cQ3AHOnwK2V20/2PK7pzYSodR3lDNXz/99CP0PqELvPbywvC1GH36XgJ9LxocjnXXbcPC1/3go/jb7N8Bxj06A9Zbf/2sHHGFEUjU/Yh2cOzxJ8NJvc+CYsbhCyN+CQptr7uyP1x1/XBYJ3gV7Lfffg1rgx/uNN16m6xsaTTSymOoa6nn9whfFwojUJZCcWozP0dYJPnUjddi1gF8YcSHH7wPNXNnwuln9wtFxyKoLbZsABtvsimtNzhjljq+CvmzzXnH9/WGzvzOmTnnUIdPIXuJ8o/tPZkcZQwdPDLuUZjy6BPw+NOPhgXbIra4dzPyztE5T3LQLYyYO+tZeGTcJHjgkVHZIfgnRrww/4XgiREj4JHpE7I0PjSoMCJjJZ34KmRXPj9TYYQAMd3CiC+WfwkH73sojJ/8ILRpm6mWpsIIKoxA14qrBmRdj33Fhi+FEdfcfU9Q3f0j3DDgklCVH4JH4v2938WAT3WYNuJe2Lx+vfD8Q9OehPOuvgYm3TkcDmvfjlU7bMcVRiBBp56nwCWnnwpHHtgppE8yzk/Bl+EjzjgL1gS/JL3kjNPCp1bg0ytc+qPCiIw1TE14xfChwgi9yOAXFnpXu2N3Vu5i/Iflg23Ch0ck99hHfHwtjBg5ciRcdFFtNX6uJWqP2AKJUnwJv/Hqm+GxiY/DBQPOg/3b7Qfb77h93tMjaqWDYDN7LZxT1RfWrA7egRu8lqL+ZvXD7imPTIXBF18B942/Fzod0pG9JNhg/wlOOa4q+CX298Hr7/oET5PYHZo2yzzZKoeQOUgyTlQY8cLbzzOcMs1ZT82G52bPo1dpbLRRHjY6Jyg/x6PlMz5JvjeleUORtcT1Vw+ERyc8AP0GXAlt2x8EO+y4S97TI1j6tT98D2f1Pi78leW4SU/DZpttEXY//sjY8FfTox+aBgce0oW9JGzHFUYgwTGH7Q/nXDAo+GVW5tVEpRonT1DLJ9K6oagTX2n6s+83KtB9fFwfotxp2h3HT/Knm7/wqRG3DLsCJoy9Dx6ZOhd2bbl7OOziRf+Ek449BHqf3hcuueyaPFEKFUbcdsOV4ZMo8DUw+Jd0nKgw4tXFn4V8Vq74Crp02gMWf7wqp0gt7Ezxn7TyGKqcVny5UhjhY5xGrqobr0nXAVgYUf3EJLj9nrHh0PhEKzz32PSaSJScz6Tj6K5rcgYtwYFunKJIpY6vNP3Z9/WGzrouzt10+CSxVyn2ZOL0S9I3bMj1gE+PYn+swvOJfiTz9kf/zP4YRrcwAp8yuuqbVcGrurbKsucLI3795Vf4euXX0LBxwyyNDw0qjMhYSSe+CtmVz89/Ct7v9Xuhi/j+e+deCvXqNoD2LY7ju8riWLcwYr311oN7br8Xnn5yZvC4/ifCp0eUa2HEsg9XwN0DJ5fczvilKLpZqTP4L7/8EpJ36ZK/saTDpxjaV155Bb7++mslFljJufvH78OmDRtBm96nKl1ji+iS62+Exls1gP5nnC4cYtSjk+D1dxbDqGHXZvvxyQv45Iily5ZD9ej7wtdX9L/hJnhy5L3BL5wyRUNZ4j8ahQojel3cHw5tdwCccszR2UuTjPNz4AtTZs2GsVOmwstvvQ0b160DnQKZjj7kYOh++GFZ3mk1sDDiq59/hUe/+qbkIuB7HuvUqf0lW8kFcGzA55/P3NCK3n+5ZMkS2GmnnRyT0h1xXMNn2LBhsGDBAmcAoviKN4WP+CwNno6E/9evn7khH69hcb34qPV11123OCbM1atXrw43mplT0ma7du2g24DdS7Lmf3nhKzD+gYcAP38Iihj3PaBNWCRR1ac3bLDBBnky4hMeLjzrIvjsv5/BuMljYXZQdHDN4OvgwUkPZN8lyV+Ea8IZ056GSQ89Dv987Z/BLx3rhmMc1rUzHHnMETx5eKw7TlQYIWQWnGzbfn/rhRFrVvwEr035NBThh+AXkXXr1pWJU/HnCZ94F0gDH93vTT9u3jF4rd/G0OPwPeOVKUHvSwvnwdj774aXFtYEeWwN7HdApyDmD4TT+lwY5LHaJ99EouCTJM4PnhDx6X8/gYlT5sDMp6bC1ZddCOMfmxkWV0R07GehGwjnnHY8dDr4cDj+pNrvkaUah5XTdhtvVPyw6nN4d/79tocqiv+iRYtg1apVSjxwHyCJP7/5xisw4ILTcsbAp5Hg6wg2rZf5oQJ27rVPW7jxjtpf0+VcIDlAnL/+4iOoHpN5IoCEzMpp0+sfkZBtJPsTIlqdcz7mMd38hXhET4jA4q7fgyeFVp14JJx9/gA498JLhXAVKowYP+ZeeDt4Hcdtd4/NuV53nKgwIodJcOBiYcSPa76Ej199mBfV+nEa8zsqtSb4EdX//nj9Lu6jp7kH5WOcRo6hG69J1gFYBDGo35nRkOEnvt5LVhiBBEnGSbKuyRHK8kGS9UYa+xvlsN5IKx9adiEhe938s1mbNSXZkxEKm/Dk6SeeBYcdeSj06Nk9lsPOjVvA1DmTYdfdWoR0uoURIuZ8YYSIxodzWBjRYJOm0KNN7pPX42R3bX8+TtY0+nh8qDBCYIUkhRG4cdq5bRc4o+9pcPLpvaBcCyM+++ArGH7xowLU6JQJBNq3bw8Hrfcn2K/lbs4XRtz+wIPwybJlcOeVV+Sojk9nOHPwFfDsSy/B98GvOmc9+ADst3vrHBr2oFBhxNFnnwsnHdUVju9yOHsZ6I7DXozX/vvDj2DhG2/A9SPug78fcQTcNlj8BZ69zmYbCyM++uZbGBg8Bor+3ECACiPU7MAvLNSuskeFhRH4P/0RAoRAcQhg4ccV408p6ZdwfCXG0k+WwjtvLQ6KjkcET4OoB6MfHgWbbrpJnjL464D+5w6EhcGjEbGY4uEnJ8Ce++yRRyc6gU+Q+GDJh/DaS6/BnbfcDd26HwVX3TBERAo640SFEfiqPf6veupT8NTUGdYLI2itziNPx+WKAH5v2rvbEGcKIyKc8YYuPmJ60Vuvw913DAuK6DaHMY9UB3ksv5ju559/govOPQUW1MwNiykmPTkP9mrTNmKV91noBgI+4h4fRd/tuBNzri3VODmDWjzAGxVffvYfmHDHuRZHKS3rpP6MN6IWv/1P+D34L/q76JxT4JTTz4Xd99o3OgUNGzaB5n/ZPnus0ihHnFX0LiUN2r3R344KnmTV1okCL538hTiNvvd2uPGazD7KkGtvg6oz5Zv3hQojRtx5U1Dw+gkMuzX3FTO640SFEe8u/S405YqvvoQOe+/oZGFEueWxEPAy/CdpfrYNhU686q4DsDBiVlCwec8Dk0I1npk5HbB4Ka4wAgl1x0m6rrGNbcS/HOfBpP5M643IK0r7ifY6qn/rku7JmNCwf9+BwSsDdw7uk54uZffbr79Bi2a7wbzX5kKTrTNP9abCiFq4qDCiFgtTLf7+Bb1KQ4BsksIIZIPvxhl0wWUw58VZ8OzsZ+HF51+Cf4y6QzCCn6cwIDev0wg6/7W3kgI/Bk8PwL8Ng0fnFPv37rvvQosWmeoxHV74qDb8WxbcwDcljw6f2267DW6//faCIuM7yvF1Gvjpy6s0jj//QjiiU0fofewxefpdfeddcMeYscFG5eYwb+J4aNa4cR5NdCKuMOKXX3+FLfdqA68+MRl2/stfokuynzrjZC/iGu9//DHsc0x3+NesGbB1o0Zcb+kO6VUaGaxNPSLJFB+Uin/UUhKvMCWPa3xcxCcqjJg3b16YU9O0l4v4oEwb0aPshW5R7vF1+OGHw/z584W6syexIALXJP369YM0H9uIxQ7Hdu4B5/fvK32iw23X3wGj7hod/DJ2i/DdlNEXalafQu0P//MRdGl/JMx7/Vlo0lS8XlEdJyqMeP/zd/OGxcKIJyZNs14Ywa7Vk66fWeF11r3sdXzbNT4oH+HDWyn3uNT4JPne5MqrNHKRqz3CJ0d067wvXNj/Suh6zAm1HUwLH0l/3103h7/wf2LWi7HvvY+7gfBr8FScnZvVhTkLFgWvJNqFGSHTLNU4eQNbOIE3KrZuuAn06yl+IiE/ZBrze/TaLV4W/pjdBzDlzyYfbd1w8w2h56Hb8WILj03leWRuM/+we0RCRbiTOnqVUx5TyV/zn5sFp510VIhY3NNukKBQYcQZvbrBwYcdBX/vlX8TRWecqDDiwy9+DuX6LdhTuuPmoeHrPZI8hTZkYuEfzGPlGF+6UOnEVxxvHT7lFKcRJirxqrMOwMKIZ2ZNh5Fjp4RDYMHnSy/UCOMzkiH61BmnmHVNNJ7NT931BspS6v1DWm8k9wCdvBE3ig6fJPknzT2ZOL3j+kYMvw9wb+SG4fIfrX30wcfQ65hT4MV3FmRZYWHEjrvsAKedXfv0u6gTnzj016Z/g7kvz4FmzbeOTud9ltMTIxrWawa92vfP01F2otT5RyYHnk/j+1ecPNjH40OFEQLEkhZGIKvTTjgDGm/dGFruvltZFkboBKSpAEBcecfFcyp/0RcffBWHKXl0+BRaoGDl39ChQ3Nu3vlQGLHsiy+hxWFd4IXHHoW/7bRj1hSI81X/uBMeeHwyVI+6D8Y8PgVmPb8A5owbA9s1a5alYxtxhREzamrgrMuHwKcL5sM666yTvUx3nO7nXQA3DxoglaHNsT3gsnP6hK/VyA5S4gYVRmQA14mvOBMl4YOPn4tev1MvePTsDjvsEA6RNP+w8iWRh70+arvGB+VyDR8qjIi8Jf+T/CcfE/ZMueNTqDCCLYiIcLH9JRxfRbf9jtsDvs5C9Hf9lTcC/hpqyLDLc7pxHXDrdbfBI+MnwbjHx4SfNc/Mh0emTwx+EbtNDi0enNmzD1xx3eXCPuzHL8/n9z8vTw7dcVwojGDX6q7lZ8SaCrMQhfy/cs8/KnZP8r3J1I3kfIuon8HHvG+/0y7Qpav4NaPXXdkf8MbcVdcPz2GK+eWmawfDw+NHwYTJs+HhcaPguWeehser50t/2R93A2HurGq4+LwqeGvJirzvTaUYJ0c5ywe6NyrSiK9C/rzXXnvBLbfckrMPYMqfTRZGpFGAgu5jc/5i94hUXFXHfwrZXbT/Y8ruKrrwNEnzF/KZPWManHv68XDrnWPgl19/gcsu7gOjxj8BBx0qfj1ZXGHE58s/gwP22A5mPPdG8AvT3XLE1B2HL4zIYebQQVp5DCGwGV+6EOvEVxxvHT6F4tRmfo7ToVBf0nhNst7gCyMKyYb9ScZJsq5RkcUUjW6c4riljq9C/mxz3vF9vaGTN+J8SodPIXuJ8o/tPZk43ZL24Y/FTz3hdFjwZg1s1WgrIZtrLx8GK1eszPlROf7oZdlny2HoTVflXfOvd96FYw/tDm99+AZsVGejvP7oBBVGtIqgSPSp489xA7jGB2Xl8zMVRggsWExhRPSrs67HHhneYCu3J0awm60C6HJOmQoAZMo7bs5AMQfsl15T8qjyiZvs8Jchl156KeAChd8odL0w4oe1a+GQ3qdBvU02hhn3j8puvGHl3oAbb4Yn5z4L1aPvg79uv334/sBBN98KT8x5JnuON5esMOLfH30EB53cG847uRdcdnaf7GVJxmnath1ccMopMKjPmVk+UePLr7+GnQ46FJ6bMA72/NvfotMl/6TCiAzkqvFVyEBJ+OCvh5YvXx6y7tq1K0yfPj1sJ80/rIxJ5GGvj9qu8UG5XMOHCiMib8n/JP/Jx4Q9U874dO7cGRYsqK3EZ/UWFURE/ba/hA84bxB88fmXYXEDWwCJ4+OjFU/oehJ06XZYzi8GcB2AX6JnPzUHxk1+EHbceYdwvTFsyA0wc/qs7LlIB/zcY8e94fRzToW+F+c/dn3lVyuhbav28PjTk8LC5ui6JONQYUSEXv6nL/GF3x06dOgANUFxrsqfa3qZkgd1L+X8nvR7U5o3FCP/uCQoRvh8+bKwuCE/j/0K3Y9sD0d06wFnnHNRdEmYs4YO7gczg8dUT5wyJ8hjLcJz115xMcyYPjl7LnvBHw3ZDYQPlrwHx3Y5AE4/u1/wdIra1wJhHivFOLycto91b1SYigtVPoX8GZ/KtNlmm0GrVrkbl6b82fcbFeg/NvMPu0ek4qum7C7b/zFldxVdeJok+Qt5PDnlEbi4b2+4c+TEML/hueonJkG/c06Gu0Y/IiwUkxVGrP3he+jRtQNssmk9eHjq3Oz+UtJxqDACkYv/sxlf8SPn96rGV/6VuWdU+aSdn3Ol1jtKEq9J1wG6hRFJx9Fd1+ghVjy17noDRyxlfBXyZ9vzju/rDdW8UciTVPkUspdsfWh7T6aQfkn7Tz/xrGBu3xhuv/dWWGfd2h+7Ir+oyGHCE+Nh7333yg6x+O3FcEr3U4OnQsyGzbfYPHseG7cEP4ypeaYGZsyvzjnPH1BhRO73Cx6fQseq/uwbH5SXz89UGPGHFVevWh2+nxgPX5j/IowdNQ5GTxyZ6Q02yBo23ArW/fO64TFu1L67+F3ofvgJMOeFmbDhRhuG1U/RFywM1PvveSD81RkVRhT/yzAEnXfcjGEK/xvZBCtXSx3YogkPCyKiV2bI5HGhMOLb1avDIoetttgCzumZeUft2uDVKLOfXwjjpj4RAj995Aho2qhh2F69Zg1cdsttMHF6NTwx4h5ou+cesMH664d9K7/9FvpdOwyqn5sHsx58ANq0apn9svv5ihVwYK/ecN1FF8I+wXn8+3Ll11D97HNw/+OPw0H77Qf33zAM1l9vvbAv6ThYGPH9D2vDAosuHdvDbjvvDOgb//rPB3De1dfAhhusD08FRR7rMk+lCAcs4T9UGJEBWxYXuqZIwsfnwgh88kzz5s2hqqpKCaok+MgYJ83PLD9T8iAfKoxgkc1tm8QZOfOFfbmjqR255j8m9DKFM8piCh9RYURcQURkPdtfwrEwYvqUasCC4u4nHgd7ttkD1gvm/K+DtcAtwbuq5zz9DMxaMCP7K4PvvlsDNwRPkZg66QkY8+ho2Hu/vWH9P9Yb33z9DVw54Orw1XYPPzkheLd66+x6Awsj8NUc+FqOAzsfCH/ddZdwHbDkvSUw+OIhsEGwDnhoyrjsF/Yk46wN1hmLF/0LTj62d/iezE023STYCNgkhHLFlyvgqWkzYFb1bLhj5O3QKFg/8ZsDEebFfOJr79giZlP+gzIVG++m4sIUH9RJhA+uD6kwAtER45PpUf9X1V5JvzeleUMxQgFvVEyb/DAcdezf4fiTToW99mkL6wV56euVX8GN11wGs5+eBs8sfAcaNsq8O/e771bBdUP6w5RJ42HsozOgzf7tgzy2Qcjum69XwOUD+ga5bxpMenIe7LH3ftk89uUXy+HYw9vCZVfdFOS3fUP6FV99Ef5qe+K4kdCu48Ew/N6HwrGxs1TjhIKU+B/dGxWqflhIDVU+hfwZxxHlH1P+fNShbWDQFddD2/YHFVIptj8tnCN8vvjiC1i6dGkoY506daBXr16x8vKdMnuxe0T8NaJjGR+etpDdZXxM2Z2XR+VYN3/9+OP/BWuwh2DIoPPg8qG3hDlv4002DYfCAodHHrofrr96IFx/231wdPeTgvVV5rW6q1Z9ExZpbdmgIVSdeX5I/+P/rQ2fkjNp4gPh8UOPz4bGTTKPxi5mnPcWvw29uneG51//IAvB5ltsGaxj6mSPXWikHV98YZYuJjJ/dp1PoThF+W3mZ118WHrdeC1mHTBt8kRYUDMXbho+OhQB8yauY9ZdN3NfhJWrmHF01jXsmKVq68YpyiXyH115VeOrkD/L+Jiad3xfb8jwScteMv+xvSejq68q/ccffgw9jz4Fdm3ZAq699Rpo1Lhh+CPyBc8thHOq+sKw266F7iflPnHvf7/9D/qccg58v+YHuOXuG2HrbbaGn376CR56YGKwP3Rr8IOaB2HfA/JfpYd7Mau+XRWKhoUVuO+DBReYsxoG4/r4x+/tqOhQyvxTSJ5Sx1chebCfx4cKI/5A7eB9O8OnSz+VYnjXA/+AQ7scEvbjL9QuOLNfDu1T854M3oGTeaXAmmDTtnPbLrDP/nvD8GDzs1z+dAPSVAAgfrzjqmLKfuk1JY8KH35xwhZERLLL+LhQGIFPcfjks2WRqNnPTvu2gcM7tIcTjugC9TfNfAHGzuPPvxBmL1iYpbv76ivh5KO7hcdRUULUWfPwQ7B7ixawdNkyaHnEUdHp7OfGdetA53bt4LD27eC4wzrnFCskGQcZ46sy+p7cE257YEyoV4PNM1WHK775Bnoe1RWuu/gi2Lx+vawMaTSoMCKDuiwudG2ShI/PhRFp3chBuyTNz6xNk9iLvT5qIx8qjIjQyP80iTNyL/ZGKfJwzX9M6GUKZ1P44NOp2KdFqBRE4Nj4Z/tL+HVXDIP6m9WHf776Jrzw/IvhmM2aNwvX5HvsvQdcfeMQ2LnFzuF5/KfPyedAzdz52ePrb78Ojjvx2PA4Kn6IOqfMegz+1irzJCj81UDVWb1hZPBoRlzvb7HlFiEZFmAce8IxMOiqAaEc0bVJxhl4/qXw5OTMk4aQDxZ73HrPzcHjIb+Gti3bRazDz4emjoN9gqIO03/8Wp3iKx5hET5pzaem8oYpPoicCJ94RPN7VeQp5nuTqY3dfMnVzwy9/KLg1/9bwBuvvQgL588NL2zW/C9BrvkY9txnf7jmxrtyHg1/Rq9uMG/uzOwAN94xCnqcWBUet9xhi6CIa022b9rsl2C3VnvCp//9BDrus1P2fNSou/Em0Ongw+HAQ46AI48+PueGRanGiWQp5afujQoVP1SRX4WPij/jWKL4MuXP+AQR9MHoprSKbiKatHCO8BkyZAhUV2d+FdikSRNYFuwf6PzJ7MXuEanwk/Fhr1Wxu4yPKbuz8qi2dfPX/SPugBuGDsqyP6ZHT7j1rgfD44vOPQWmT30023fVsDvglNP7hsf4q3DMifzfAR0ODl+90S0ooqhXb7Nst+lxLr50KPTtd1mWvwuNtOOrEgsjVOIUfcNmfi7G93TjNck6YPmyT6HdntsLxXz4ibnQZr/2eX1JxkmyrskbuAQndOMURRL5j66osvmC5aPizzI+puYd39cbMnxYnFXaKnxU7IVjifzH9p6Mio5Jab764isYcP4geHnhK0FhRKPgaaFfQN2N64aFC6f2qRKy/fHHn6D/uQPCH7xEe0N4zQ3Dh0HnIw4VXsPvxbBE8/85LyzKYM/50Ob3dlRkFvmPynUsjYo/s/Sytmt8UE4eHyqMkFmPzuchoBuQpgIABeEdN084yQn2S68peVT4RBOeqCAiElXGx4XCiEjGcvvEx7t9+vnn8J9PlkLd4Fcn223TDBoGT8Vw4Y8KIzJWkMWFro2S8JkwYQKsDV4Vg3/49AX8hTX+Jc0/4cV//JNEHvb6qC3jk9aNHJTLNXyoMCLylvxPmf/kU8afMcUHR3HNf1CmYgs+XMMnKozQKYhAHPCvlF/CsYDgow8+gl9/+TX8ZUCz5luHT3XISGLmX1wHLA/eWfnxh59AnaAQs/m228CWW21phrkDXPi1OsVXvFFE+KQ1n5rKG6b4IHIifOIRze9VkaeY702mNnbzJU92ZuWKL+HDD94P8tgv0Gybv4Q3p6Pvo8k40lUiBHRvVKj4oWgc/pwKHxV/Rr6i+HLNn9PCOcLHx8KIJPs/rtid8hcf8XaP046vSi6MiIvTKP/w+LgSp5FXUrxGSNj91I1Tmf/oSmlqvSHj45o/6+Is08sGzio8VeQpZn1Yyj0ZFX2T0ODTPd9b/B7gE8Dwh+UbB69nL/SHT/Fc/Nbi8HUcO+68Y/jE/kLXlFM/v7ejopvo+4XKdSyNij+z9LK2a3xQTh4fKoyQWY/O5yGgG5CmAgAF4R03TzjJiWgjqpSv0sDJbv78+dlXZkhEk77agwojZIiV93kqjMjY11TeMMUHpUqaf1iPNSWPjE9aN3JcxIcKI1jPy23L/CeXqvCRKT44kg/xVRiRXAqX8MGNP8R48ODBMGDAgFxBFY7K4Uu4gpplQ8Kv1Sm+4k0rwiet+dRU3jDFB5ET4ROPaH5vIXmK/d7k2sZuPgJ0xgYCrm6gq/ozYiKKL9f8OS2cI3x8KYxQtbssH7pmdxsxSzzzEUg7vvgb//kSxp+R+XP8Vfm9peKjGqcooQ/5OR9JOmMDAd04RRlE/qMrW6G4UPVnGR/X5h1dnGV6mcZZlV8heVTtheOJ/If2ZFQtUV50/N6OinYi/1G5jqUp5M8sbVzbNT4oK48PFUbEWZD6chDQDUhTAYBC8I6bI1jMQRqFETHi5HTJ8KHCiByYKuaACiMyppbFha4jmOKD4ybNP6zMpuSR8UnrRo6L+FBhBOt5uW2Z/+RSFT4yxQdH8iG+CiOSS1FO+NCX8Fzbun7Er9UpvuItJsIHN6623XZbqKqqir/4j15T8e4aH1RPhI8SKAyRbb1c29hlVKemRQR830BHaETx5Zo/p4VzhE/dunVh9erVoSett9560LJly7Ct+o8s/7B7RCq8ZHxUrmVpZHxcszsrM7XtIZB2fFVaYYSOJX3Izzr6EG1yBHTjFEcS+Y+uBLL5whQf1+YdXZxt42MKZ10+SC/yH9qTSYKk/9fwezsqGon8R+U6lqaS4osKI1jLUzsWAd2ANBVIKFTSwGa/9JqSxzYfKoyIdcOy7aTCiIxpbcdXEgdKmn/YsWzrhb8Kb926NQwfPpwdVto2JQ8O4Bo+VBghNbv0SUXyK8Q95ew/qHG5vUqjGHvRl3BxDLh6ll+ru5afKb7knlNMnLJcTfFBnj74j2sbu6wtqG0PAd830BEZUXy55s9p4SzDR9ejZPmQ3SNS4Snjo3ItSyPj45rdWZmpbQ+Bco0vXcRkcZEWHxzXh/ysiw/RJ0NAN05xFJH/6I5uOy5cm3d0cbaNT1r2kvkP7cnoWqQ86Pm9HRWtfMg/KnqwNKbiHXny+FBhBIs0tWMR0A1Im44bKyjTyX7pNSWPbT5UGMEYsIKaVBiRMbbt+EriUvzEmYSHa3qZkgexcA0fKoyQe6gpu5vi46L/oExUGFHrQ/QlvBYLH1r8Wt21/IwYUnyJPclUXjXFB6X0wX9c29gVW5fOmkbA9w10xEMUX675c1o4y/DR9SNZPmT3iFR4yvioXMvSyPi4ZndWZmrbQ6Bc4ysOsaZNm8Ly5ctDkq5du8L06dO9KdynOI2zbPn26cYpIiGa33URks0Xpvi45s+6ONvGxxTOunyQXuQ/tCeTBEn/r+H3dlQ0EvmPynUsTSXFFxVGsJandiwCugFpKpBQqKSBzX7pNSWPbT5UGBHrhmXbSYURGdPajq8kDpQ0/7BjuaaXKXlQR9fwocII1vNy26bsboqPi/6DMtGN21q/oS/htVj40OLX6q7lZ8SQ4kvsSabyqik+KKUP/uPaxq7YunTWNAK+b6AjHqL4cs2f08JZho+uH8nyIbtHpMJTxkflWpZGxsc1u7MyU9seAuUaX3GIUWFEHDrU5yICunGKOojmd13dZPOFKT6uzTu6ONvGxxTOunyQXuQ/tCeTBEn/r+H3dlQ0EvmPynUsTSXFFxVGsJandiwCugFpKpBQqKSBzX7pNSWPbT5UGBHrhmXbSYURGdPajq8kDpQ0/7BjuaaXKXlQR9fwocII1vNy26bsboqPi/6DMtGN21q/oS/htVj40OLX6q7lZ8SQ4kvsSabyqik+KKUP/uPaxq7YunTWNAK+b6AjHqL4cs2f08JZho+uH8nyIbtHpMJTxkflWpZGxsc1u7MyU9seAuUaX3GIUWFEHDrU5yICunGKOojmd13dZPOFKT6uzTu6ONvGxxTOunyQXuQ/tCeTBEn/r+H3dlQ0EvmPynUsTSXFFxVGsJandiwCugFpKpBQqKSBzX7pNSWPbT5UGBHrhmXbSYURGdPajq8kDpQ0/7BjuaaXKXlQR9fwocII1vNy26bsboqPi/6DMtGN21q/oS/htVj40OLX6q7lZ8TQ9fiaP38+1KtXD/ptWjYAAAGPSURBVFq3bq1kclP50DU+qLwP/uPaxq6S0xBR0Qj4voGOAIjiyzV/TgtnGT66jiPLq+wekQpPGR+Va1kaGR/X7M7KTG17CJRrfMUhNmjQIFi1alVI0rJlS+jbty+9SiMOMOpLHQHdOEWBRfO7riKy+cIUH9fmHV2cbeNjCmddPkgv8h/ak0mCpP/X8Hs7KhqJ/EflOpamkuKLCiNYy1M7FgHdgDQVSChU0sBmv/Saksc2HyqMiHXDsu2kwoiMaW3HVxIHSpp/2LFc08uUPKija/hQYQTrebltU3Y3xcdF/0GZXL9xm2vVwkfF2Iu+hBfG1yUKfq3uWn5GrFyPL/zu0KFDB6ipqVEybTHxxQ7gGh+UzQf/cW1jl7Upte0h4PsGOiIjii/X/DktnGX46HqULK+ye0QqPGV8VK5laWR8XLM7KzO17SFQrvGli5gsLtLig+P6kJ918SH6ZAjoximOIvIf3dFtx4Vr844uzrbxScteMv+hPRldi5QHPb+3o6KVD/lHRQ+WxlS8I08en/8HAAD//1hZjvoAAEAASURBVOydC7gdRZXvC2ZQIGCCGoEcMREwKGoS3iqSc+KoEeTIKOJjRI3X1zDx/QAvEEkUVHS85KKj6IiixAeKOp4gBMGbw8MHIshEfGVkZpgxR0Z8EMSIgwM3q3f6dHV11dpVvVedru79398Hu7pW9apVv7Wqurt6ZZ+dHtj+UY7PH//4x0yy2267lVp8cP0b1exZc9XSg08s1eOg2wTW33iB2nv2furkpW/zGqgrfrxONhr98z//s1q8eLFR2/9wp512yhpRmEvZE1vPl19yknrI3vuoo17+iv4DRIvOELjq/e9Vez16f/W0s8/1GpNUHFJndeeXbqiUPanpaQufZcuWZWvk2rVrdbc4y1KcU+RzzjnnKPpv48aNamxszMmAE3SZD43bvK/jWNhk4GOjUtR1iQ/u+Qu/tqFk3qvj+s57zcaHnh1GR0fV5OQkf/IOqdR8T00PDc/GxwuK1ij2uN72f65Wcx+6hzrp2MO0XlHsOoGPfPYa9ci991RveslRXkONHYdeRhiNbPMrtXhuijOhsvExEPY9dPld3yPqq2R7A5cen3P1Ni49qfldtxnleAS6Or9CibnmRVN6qF/b+oN5GuqRbrQPnaeu+AmlEXtepBbPoZxj82nKX674wZ5MqEe60d7c2/EZle365XOe3maY5tdOSIzQXY8yRyB0QkpNJLKp7sTWH3ql7ImtB4kRXBR2V4bEiJ5vY8+vOhFUd/3R+4o9rqZe5NAYU+ODxAg98srl2HFY7s3vKLX4IauROFL4Dg/hBYs2lMx7dcwv3ms2Pk1dT7E+875y8UltY5cfBaRSBNq+gU4cbOtPavHcFGcXn9D4ca0b+h6Rj06XHp9z9TYuPan5XbcZ5XgEujq/Qom55kVTeqjfNqzPoXzQvh6B0HlKvdjiJ7T32PMitetOKOfYfJrylyt+sCcT6pFutDf3dnxG1Yb1x2ccehup+U46TT5IjNBJo8wSCJ2QMQOXNVQT6g+9UvbE1oPECM2BQ1REYkTP2bHnFxdSxx57rLrzzjuzJsccc4w677zzsrJ54eR0uGSxx9XUixwab2p8kBjhisL4/+LN3bNbklr8kKVIjCj8hYfwgkUbSua9OuYX7zUbn6aup7HvE3gSdqmNj72luzb2uFLb2HWTgESSQNs30ImFbX6lFs9NcXbxCY0h1/qj7xH56HTp8TlXb+PSk5rfdZtRjkegq/MrlJhrXjSlh/ptw/ocygft6xEInafUiy1+QnuPPS9Su+6Eco7Npyl/ueIHezKhHulGe3Nvx2dUbVh/fMaht5Ga76TT5LPTLbfc4vxTGroRevnq//gk/pSGDmRIyjQhH/Kgh6kj9zmhNSNesmRJZuv2OG+NzT9//9n4Uxqt8ZacoZQY8eC991X7vfyVckqhKYjAM57xjOnEiKVLl6rzzz8/6PwmG9Nad9hhh6kLL7ywSTOS6PuCCy5Q9N8nPvEJdfjhhydhE4wAgbYSwD1/uzzXxnv11AjjepqaR3h7Lv7mnfhTGjyiTkppA/2he/6levaRe3VqfKnFc1c5p7ZHlJrfOzWpEh5MV+dXwsgHMg3zdCB8rT25q/M0tXjuKmepwMeejBTJdunB3k58f+EXI+Iz7kwPoZlKMTN6fKHq/xpAyp7YevCLEb7e7VY7/GJEz5+x5xcXNSMjI2pqaiprMj4+riYmJrKymVHI6XDJYo+rqX/hSuNNjQ9+McIVhfjFCDeZniT2PO3Xv03e9PzCv06weSXdOvNeven40Um1ZX5NTk6qOXPmqPzFmT4GWzm1cUnZQ2NtQ/yk9i/ebDGCOnkCtIH+yL33VG96yVFeyqXmhZQeMto2v1KL56Y453xWrVql1q9fn/l43rx5asuWLVnZ938uf+l7RD66XHp8ztXbuPSk5nfdZpTjEWh6fi1evHigwbniOVRpanrI/jasz6Gc0b4egdB5Sr3Y4ie099jzIrXrTijn2Hya8pcrfrAnE+qRbrQ393Z8RtWG9cdnHHobqflOOk0+SIzQSaPMEgidkDEDlzVUE+oPvVL2xNaDxAjNgUNURGJEz9mx5xcXUm3+UxpjY2PZS5y1a9dyQ5yWSXEmheaNxXQnAQUpe0gPEiPc4CU5Uy+D/skJ0pFa/EiMS4pzCnzwEE5eaM/HvFfH/OJ9Bz7t55Paxi5PFFIpAm3fQCcOtvUntXhuinPOB4kRUjMGelIk0PT8QmKEOyrasD67rYdEkkDoPKW+bfETapPUfoJLD+43eh5x8WnKX9SvLX6wJxPqkW60N/d2fEZlix+f8/Q2qc0LKXtojCYfJEbonkeZJRA6IWMGLmuoJkRihAYDxaQJIDGi5x6pdUNKD1llXjjrBJKUPanpSZEPEiPcEYr4cbMhCfhU+eAhvMok5RrzXh3XL95b4NN+Pqlt7PJEIZUiEPqioi3X99TiuSnOFCe0PiMxQmrGQE+KBJqeX0iMcEeF7f4wtfXZbT0kkgRC5yn1bYufUJti37ekFs+hnGPzacpfrvjBnkyoR7rR3tzb8RlVG9Yfn3HobaTmO+k0+SAxQieNMksgdELGDFzWUE2IxAgNBopJE0BiRM89UuuGlB6yyrxw1gkkKXtS05MiHyRGuCMU8eNmQxLwqfLBQ3iVSco15r06rl+8t8Cn/XxS29jliUIqRaDtG+jEwbb+pBbPTXHO+Vx//fVq06ZNWdjQnzg699xzs7Lv/1z3dfoekY8ulx6fc/U2Lj2p+V23GeV4BJqeX0iMcPu2Deuz23pIJAmEzlPq2xY/oTa5rhdSelK77oRyjs1HinOoHmpvix/sydQh2f5zzL0dnxHZ4sfnPL3NMM0vJEbonkeZJRA6IaUmEhlVd2LrD71S9sTWgz+lwYZhZ4VIjOi5Nvb8qhNAddcfva/UxiVlD40xNT5IjNAjr1yW8ruUnhTjh2wa9E+EdIkPHsLLcyj1I/NePbX1GfPLHUFS64aUHrK0DfGT2sau28OQSBJo+wY6sbDNr9TiuSnOLj6hMeRaD/U9Ih+dLj0+5+ptXHpS87tuM8rxCHR1foUSc82LpvRQv21Yn0P5oH09AqHzlHqxxU9o77HnRWrXnVDOsfk05S9X/GBPJtQj3Whv7u34jKoN64/POPQ2UvOddJp8kBihk0aZJRA6IWMGLmuoJtQfeqXsia0HiRGaA4eoiMSInrNjz686IWVeOOvoSG1cUvYQi9T4IDHCHaFSfpfSk2L8kE1IjChiCA/hBYs2lMx79dTWZ2KY+vxas2aNmj9/vlqxYoWXy6XWw9T00ODbED+pbex6BQ0aDUyg7RvoBMA2v1KL56Y4u/iEBo5rXdX3iHx0uvT4nKu3celJze+6zSjHI9DV+cURO/XUU9XWrVuzJosWLVIrV65szS/2YZ5ynu2uLHSeEgnb9T2UkOt6IaUntXgO5RybjxTnUD3U3hY/2JOpQ7L955h7Oz4jssWPz3l6m2GaX0iM0D2PMksgdEJKTSQyqu7E1h96peyJrQeJEWwYdlaIxIiea2PPrzoBVHf90ftKbVxS9tAYU+ODxAg98splKb9L6Ukxfsim1F/clr3a/2gQf+EhvD/flFqY9+qprc/EKvX5Rc8Oo6OjanJy0su1g8wvvYPU9JBtbYif1DZ2dZ+iHI9A2zfQiYxtfqUWz01xdvEJjSjXuqrvEfnodOnxOVdv49KTmt91m1GOR6Cr84sjNjIyoqamprImxx9/vFq/fj0SIzhgkDVOIHSeksG263voQFzXCyk9qV13QjnH5iPFOVQPtbfFD/Zk6pBs/znm3o7PiGzx43Oe3maY5hcSI3TPo8wSCJ2QUhOJjKo7sfWHXil7YutBYgQbhp0VIjGi59rY86tOANVdf/S+Yo+rqRc5NMbU+CAxQo+8cjl2HJZ78ztKLX7I6tRf3PqRLVoN4nc8hBcc21Ay79Uxv3iv2fg0dT0dZJ7qo5TSQzptfPS+fMpS9rj0pLax68MEbQYn0PYNdCJgm1+pxXNTnF18QiPHtW7oe0Q+Ol16fM7V27j0pOZ33WaU4xHo6vziiCExgqMDWYoEQucpjcF2fQ8dm+t6IaUntetOKOfYfKQ4h+qh9rb4wZ5MHZLtP8fc2/EZkS1+fM7T2wzT/EJihO55lFkCoRNSaiKRUXUntv7QK2VPbD1IjGDDsLNCJEb0XBt7ftUJoLrrj95X7HE19SKHxpgaHyRG6JFXLseOw3JvfkepxQ9ZjcSIwnd4CC9YtKFk3qtjfvFes/Fp6nqK9Zn3lYtPahu7/CgglSLQ9g104mBbf1KL56Y4u/iExo9r3dD3iHx0uvT4nKu3celJze+6zSjHI9DV+cUR0xMjxsfH1cTEBH4xggMGWeMEQucpGWy7vocOxHW9kNKT2nUnlHNsPlKcQ/VQe1v8YE+mDsn2n2Pu7fiMyBY/PufpbYZpfiExQvc8yiyB0AkpNZHIqLoTW3/olbInth4kRrBh2FkhEiN6ro09v+oEUN31R+8r9riaepFDY0yNDxIj9Mgrl2PHYbk3v6PU4oesRmJE4Ts8hBcs2lAy79Uxv3iv2fg0dT3F+sz7ysUntY1dfhSQShFo+wY6cbCtP6nFc1OcXXxC48e1buh7RD46XXp8ztXbuPSk5nfdZpTjEejq/Aol5poXTemhftuwPofyQft6BELnKfVii5/Q3mPPi9SuO6GcY/Npyl+u+MGeTKhHutHe3NvxGVUb1h+fcehtpOY76TT5IDFCJ40ySyB0QsYMXNZQTag/9ErZE1sPEiM0Bw5REYkRPWfHnl91Qsq8cNbREXtcTb3IIRap8UFihDtCY8ehu2e3JLX4IUuRGFH4Cw/hBYs2lMx7dcwv3ms2Pk1dT7E+875y8UltY5cfBaRSBNq+gU4cbOtPavHcFGcXn9D4ca0b+h6Rj06XHp9z9TYuPan5XbcZ5XgEujq/Qom55kVTeqjfNqzPoXzQvh6B0HlKvdjiJ7T32PMitetOKOfYfJrylyt+sCcT6pFutDf3dnxG1Yb1x2ccehup+U46TT5IjNBJo8wSCJ2QMQOXNVQT6g+9UvbE1oPECM2BQ1REYkTP2bHnV52QMi+cdXTEHldTL3KIRWp8kBjhjtDYceju2S1JLX7IUiRGFP7CQ3jBog0l814d84v3Gvi0n09qG7s8UUilCLR9A5042Naf1OK5Kc4uPqHx47rv1feIfHS69Picq7dx6UnN77rNKMcj0NX5FUrMNS+a0kP9tmF9DuWD9vUIhM5T6sUWP6G9x54XqV13QjnH5tOUv1zxgz2ZUI90o725t+MzqjasPz7j0NtIzXfSafJBYoROGmWWQOiEjBm4rKGaUH/olbInth4kRmgOHKIiEiN6zo49v7iQWrdundq2bVvWZP78+Wr58uVZ2bxwcjpcstjjWr16tVqwYIFasWKFy4RSvZQ9pDQ1PkiMKLm6dCDldyk9KcYP2YTEiCJs8BBesGhDybxXT219JoaYX/ZIklpXpfSQlW2In9Q2du3eRa00gbZvoBMP2/xKLZ6b4uziExpHrvVQ3yPy0enS43Ou3salJzW/6zajHI9AV+dXKDHXvGhKD/XbhvU5lA/a1yMQOk+pF1v8hPYee16kdt0J5RybT1P+csUP9mRCPdKN9ubejs+o2rD++IxDbyM130mnyQeJETpplFkCoRMyZuCyhmpC/aFXyp7YepAYoTlwiIpIjOg5O/b84kJqZGRETU1NZU3Gx8fVxMREVjYvnJwOl6zJcdlskrKHdKfGB4kRNo/36qT8LqUnxfghm/Dithcv9H88hBcs2lAy79VTW5+JIeaXPZKk1lUpPWRlG+IntY1du3dRK02g7RvoxMM2v1KL56Y4u/iExpFrPdT3iHx0uvT4nKu3celJze+6zSjHI9DV+RVKzDUvmtJD/bZhfQ7lg/b1CITOU+rFFj+hvceeF6ldd0I5x+bTlL9c8YM9mVCPdKO9ubfjM6o2rD8+49DbSM130mnyQWKEThpllkDohIwZuKyhmlB/6JWyJ7YeJEZoDhyiIhIjes6OPb+4kEJiBEfHLTNvLNwt3RJJvyMxYmY4Uy+DvuAkHanFj8S4pOI5BT54CCcvtOdj3qtjfvG+A5/280ltY5cnCqkUgbZvoBMH2/qTWjw3xTnnc/3116tNmzZlYTNnzhx17rnnZmXf/7nux/Q9Ih9dLj0+5+ptXHpS87tuM8rxCDQ9vxYvXjzQ4FzxHKo0NT1kfxvW51DOaF+PQOg8pV5s8RPae+x5kdp1J5RzbD5N+csVP9iTCfVIN9qbezs+o2rD+uMzDr2N1HwnnSYfJEbopFFmCYROyJiByxqqCfWHXil7YutBYoTmwCEqIjGi5+zY84sLKSRGcHTcMvPGwt3SLZH0OxIjZoYz9YLECDtrqXgm7U3PLzyE232caq15r950/OicpOaFlB6yDXx0D1XLbeCT2sZulSJqYhBo+wY6MbHNr9TiuSnOOZ9Vq1ap9evXZyE0b948tWXLlqzs+z/X9ULfI/LR5dLjc67exqUnNb/rNqMcj0DT8wuJEW7ftmF9dlsPiSSB0HlKfdviJ9Qm1/VCSk9q151QzrH5SHEO1UPtbfGDPZk6JNt/jrm34zMiW/z4nKe3Gab5tdP2v6f+gD54n/JHrn6Hmj1rrlp68Ik+zdGmIwRoQs7dc0SddNTrZ3xEmzdvVgsXLgzud/fdd8/O2R7nwec2dcLlr3qZesje+6ijXv6KpkxAvw0QoMSI2fMXqKNXvWvGe687v2bc0Mgd3nrrreq+++7Lepk9e7baf//9szL48OBT45MnRmzYsEEtXbqUN34GpKnxmYEhB3UBPjyupvngnp/3T2pS81696fhJjY9pj43Pe97zHrXffvupl770pWbzoTu28UkNwqqPfkvNfege6qRjD0vNNNgTkQBtoM+bu4c65fmD/YvniCb2VW2bX6nFc5Ocic/pp5+uLr/88ozlvvvuq2677ba+XH0apLZHlJrffRiizeAEmp5fdfZXBx91OzS0YX1uB8n2W1lnntriJzUSqV136nBOjamUPbb4wZ6MFN126TH3dnyst8WPz3nD0sbkg8SIYfG8wDjrTEiBbjMVZuD66k3todfHbiRG+FDqXhskRqTr07rrz0yO6LrrrlOUzLFo0aKZ7DbrKzU+SIyY8RAYqMPU4megwUQ4uWk+eAiP4NSIKs179abjJ+JQRVTb+NCzwzHHHKOuvPJKkT7arMTGJ7XxpLaxmxqfrtrThQ102/xKLZ6b5Ex8kBjR1RmMcRGBpucXEiPccdiG9dltPSSSBOrMU1v8SNokoQv3GxIU4+iwxQ/2ZOKwTl2rubfjY68tfnzOG5Y2Jh/8KY1h8bzAOGlC7j17P3Xy0rd5aZP66RXqrO5Pweg/kyhlT2w9+FMaXuHVuUb4Uxo9l8aeX3UCp+76o/cVe1y01o2OjqrJyUm9W2dZyh7qIDU+eWLExo0b1djYmJMBJ+gyHxr3oH8CA3y46FGqS3zws428r1OTmvfqqa3PxCv19aep66nUuiGlh3zVhvhJ7aeAiRs+8QnQi4pH7r2netNLjvLqTGpeSOkho23zK7V4boqzi4+Xs7VGLn/pe0Rac2fRpcd5gkPg0pOa3x3mo1qYQFfnVygm17xoSg/124b1OZQP2tcjEDpPqRdb/IT2HntepHbdCeUcm09T/nLFD/ZkQj3Sjfbm3o7PqNqw/viMQ28jNd9Jp8kHiRE6aZRZAqETMmbgsoZqQv2hV8qe2HqQGKE5cIiKSIzoOTv2/KoTUuaFs46O2ONq6kUOsUiNDxIj3BEaOw7dPbslqcUPWZr6i1s3TbtkEL/jIdzONNVa814d84v3lI1PU9fTQeapPkopPaTTxkfvy6csZY9LT2obuz5M0GZwAm3fQCcCtvmVWjw3xdnFJzRyXOuGvkfko9Olx+dcvY1LT2p+121GOR6Brs4vjtimTZtKf7r0wAMPFEsod80vzh6XrA3rs8t21MsSCJ2n1LstfkKtkopnl57UrjuhnF3jSo1zqD3U3hY/2JOpQ7L955h7Oz4jssWPz3l6m2GaX0iM0D2PMksgdEJKTSQyqu7E1h96peyJrQeJEWwYdlaIxIiea2PPrzoBVHf90fuKPa6mXuTQGFPjg8QIPfLK5dhxWO7N7yi1+CGrkRhR+A4P4QWLNpTMe3XML95rNj5NXU+xPvO+cvFJbWOXHwWkUgTavoFOHGzrT2rx3BRnF5/Q+HGtG/oekY9Olx6fc/U2Lj2p+V23GeV4BLo6vzhiIyMjampqKmty/PHHq/Xr1yMxggMGWeMEQucpGWy7vocOxHW9kNKT2nUnlHNsPlKcQ/VQe1v8YE+mDsn2n2Pu7fiMyBY/PufpbYZpfiExQvc8yiyB0AkpNZHIqLoTW3/olbInth4kRrBh2FkhEiN6ro09v+oEUN31R+8r9riaepFDY0yNDxIj9Mgrl2PHYbk3v6PU4oesRmJE4Ts8hBcs2lAy79Uxv3iv2fjQn2BasmSJWrt2LX/yDmlq66qUPTQ8Gx8vKFojKXtcelLb2NWGjmJEAm3fQCc0tvmVWjw3xdnFJzSkXOuGvkfko9Olx+dcvY1LT2p+121GOR6Brs4vjhgSIzg6kKVIIHSe0hhs1/fQsbmuF1J6UrvuhHKOzUeKc6geam+LH+zJ1CHZ/nPMvR2fEdnix+c8vc0wzS8kRuieR5klEDohpSYSGVV3YusPvVL2xNaDxAg2DDsrRGJEz7Wx51edAKq7/uh9xR4XEiOK+EFihB555XLsOCz35nfUhvnlN5KilRRn0tg0HzyEF35tQ8m8V286fnRmUvNCSg/ZBj66h6rlNvBJbWO3ShE1MQi0fQOdmNjmV2rx3BRnF5/QWHJdL/Q9Ih+dLj0+5+ptXHpS87tuM8rxCHR1fnHEkBjB0YEsRQKh85TGYLu+h47Ndb2Q0pPadSeUc2w+UpxD9VB7W/xgT6YOyfafY+7t+IzIFj8+5+lthml+ITFC9zzKLIHQCSk1kciouhNbf+iVsie2HiRGsGHYWSESI3qujT2/6gRQ3fVH7yv2uCYnJ9WcOXOyf+Wq9+sqS9lD+lPjg8QIl9dVa36q1D0Cu0QqnlPTQ6Nten7hIdwec6nWmvfqTcePzgnzS6dRLYNPlYle4+KT2saubjPK8Qi0fQOdyNjW59TiuSnOLj6hEeVaN/Q9Ih+dLj0+5+ptXHpS87tuM8rxCHR1fnHE1q1bp7Zt25Y1mT9/vlq+fHlrnk8xTznPdlcWOk+JhO36HkrIdb2Q0pNaPIdyjs1HinOoHmpvix/sydQh2f5zzL0dnxHZ4sfnPL3NMM0vJEbonkeZJRA6IaUmEhlVd2LrD71S9sTWg8QINgw7K0RiRM+1sedXnQCqu/7ofaU2Lil7aIyp8UFihB555bKU36X0pBg/ZBP+lEYRN3gIL1i0oWTeq6e2PhNDzC97JEmtq1J6yMo2xE9qG7t276JWmkDbN9CJh21+pRbPTXF28QmNI9d6qO8R+eh06fE5V2/j0pOa33WbUY5HoKvzK5SYa140pYf6bcP6HMoH7esRCJ2n1IstfkJ7jz0vUrvuhHKOzacpf7niB3syoR7pRntzb8dnVG1Yf3zGobeRmu+k0+SDxAidNMosgdAJGTNwWUM1of7QK2VPbD1IjNAcOERFJEb0nB17ftUJKfPCWUdHauOSsodYpMYHiRHuCJXyu5SeFOOHbMKL2yKG8BBesGhDybxXT219JoaYX/ZIklpXpfSQlW2In9Q2du3eRa00gbZvoBMP2/xKLZ6b4uziExpHrvVQ3yPy0enS43Ou3salJzW/6zajHI9AV+dXKDHXvGhKD/XbhvU5lA/a1yMQOk+pF1v8hPYee16kdt0J5RybT1P+csUP9mRCPdKN9ubejs+o2rD++IxDbyM130mnyQeJETpplFkCoRMyZuCyhmpC/aFXyp7YepAYoTlwiIpIjOg5O/b8qhNS5oWzjo7UxiVlD7FIjQ8SI9wRKuV3KT0pxg/ZhBe3RQzhIbxg0YaSea+e2vpMDDG/7JEkta5K6SEr2xA/qW3s2r2LWmkCbd9AJx62+ZVaPDfF2cUnNI5c66G+R+Sj06XH51y9jUtPan7XbUY5HoGuzq9QYq550ZQe6rcN63MoH7SvRyB0nlIvtvgJ7T32vEjtuhPKOTafpvzlih/syYR6pBvtzb0dn1G1Yf3xGYfeRmq+k06TDxIjdNIoswRCJ2TMwGUN1YT6Q6+UPbH1IDFCc+AQFZEY0XN27PnFhdTIyIiamprKmoyPj6uJiYmsbF44OR0uWZPjstkkZQ/pTo0PEiNsHu/VSfldSk+K8UM24cVtL17o/3gIL1i0oWTeq6e2PhPD1OfXsmXL1OLFi9XatWu9XC61HqamhwbfhvhJbWPXK2jQaGACbd9AJwC2+ZVaPDfF2cUnNHBc66q+R+Sj06XH51y9jUtPan7XbUY5HoGuzq9QYq550ZQe6rcN63MoH7SvRyB0nlIvtvgJ7T32vEjtuhPKOTafpvzlih/syYR6pBvtzb0dn1G1Yf3xGYfeRmq+k06TDxIjdNIoswRCJ2TMwGUN1YT6Q6+UPbH1IDFCc+AQFZEY0XN27PnFhVSbEyOuueYaNXv2bLVkyRJuiNMyKc6k0LyxmO4koCBlD+lBYoQbvCRn6mXQF5ykI7X4kRiXFOcU+OAhnLzQno95r475xfvOxoeeHUZHR9Xk5CR/8g6p1HxPTQ8Nz8bHC4rWKPa4UtvY1YaOYkQCbd9AJzS2+ZVaPDfFOecza9YstXXr1iySdtllF7Vo0aKs7Ps/1/qj7xH56HLp8TlXb+PSk5rfdZtRjkeg6flFSaCDfFzxHKozNT1kfxvW51DOaF+PQOg8pV5s8RPae+x5kdp1J5RzbD5N+csVP9iTCfVIN9qbezs+o2rD+uMzDr2N1HwnnSYfJEbopFFmCYROyJiByxqqCfWHXil7YutBYoTmwCEqIjGi5+zY84sLqTYnRjT1Iod4mjcWHGOXTNLvSIxwUVZKkjP1gsQIO2spzqS96fmFh3C7j1OtNe/Vm44fnZPUvJDSQ7bZ+DR1PZUal5QeFx/dpz5lKXtcelLb2PVhgjaDE2j7BjoRsK0/qcVzU5xzPqtWrVLr16/PAmbevHlqy5YtWdn3f651Q98j8tHl0uNzrt7GpSc1v+s2oxyPQNPzC4kRbt+2YX12Ww+JJIHQeUp92+In1CbX9UJKT2rXnVDOsflIcQ7VQ+1t8YM9mTok23+OubfjMyJb/Picp7cZpvmFxAjd8yizBEInpNREIqPqTmz9oVfKnth6kBjBhmFnhUiM6Lk29vziAui0005Td911V9aE/kXSypUrs3Ld9UfvK/a4mnqRQ2NMjQ8SI/TIK5djx2G5N7+j1OKHrB404UOKM9nSNB88hJMX2vMx79Wbjh+dnNS8kNJDttn4NHU9lRqXlB4XH92nPmUpe1x6UtvY9WGCNoMTaPsGOhGwrT+pxXNTnHM+SIwYfK5AQ7oEmp5fSIxwx0Yb1me39ZBIEgidp9S3LX5CbXLd90rpwf1Gj2RszqH+ova2+MGeTB2S7T/H3NvxGZEtfnzO09ukNi+k7KExmnyQGKF7HmWWQOiEjBm4rKGaEIkRGgwUkyaAxIiee6TWDSk9ZJV54awTSFL2uPQ09SInRT5IjHBHqCt+3GfYJVJ6UowfsgmJEYXf8RBesGhDybxXb8P1K5Rr7PWnqeup1Lik9JBf2hA/qW3shsYz2tcjEPqiQmpeSOmhUdvmV2rx3BTnnA8SI+rND5zVDgJNzy8kRrjjpA3rs9t6SCQJhM5T6tsWP6E2Sd1vuPTgfqPnERefpvxF/driB3syoR7pRntzb8dnVLb48TlPb5PavJCyh8Zo8kFihO55lFkCoRMyZuCyhmpCJEZoMFBMmgASI3rukVo3pPSQVeaFs04gSdnj0tPUi5wU+SAxwh2hrvhxn2GXSOlJMX7IJiRGFH7HQ3jBog0l8169DdevUK6x15/Vq1erBQsWqBUrVniZJmVPanpo8G2In9Q2dr2CBo0GJhD6oqIt8yu1eG6KMwUIrT933HGHuv3227N42X333dXJJ58cFDsuv+t7RD4KXXp8ztXbuPSk5nfdZpTjEWh6fiExwu1b2/0P5qmbV5clofOUWNjiJ5SR63ohpSe1eA7lHJuPFOdQPdTeFj/Yk6lDsv3nmHs7PiOyxY/PeXqbYZpfSIzQPY8ySyB0QkpNJDKq7sTWH3ql7ImtB39Kgw3DzgqRGNFzbez5VSeA6q4/el+xx4XEiCJ+kBihR165HDsOy735HbVhfvmNpGglxZk0Ns0HD+GFX9tQMu/Vm44fnZnUvJDSQ7aBj+6harkNfFLb2K1SRE0MAm3fQCcmtvmVWjw3xdnFJzSWXNcLfY/IR6dLj8+5ehuXntT8rtuMcjwCXZ1focRc86IpPdRvG9bnUD5oX49A6DylXmzxE9p77HmR2nUnlHNsPk35yxU/2JMJ9Ug32pt7Oz6jasP64zMOvY3UfCedJp+dtm3b9oDemU/5I1e/Q82eNVftusvuPs3RpiME/uuu29XcPUfUSUe9fsZHtHnzZrVw4cLgfulfFtBne5wHn9vUCZe/6mXqIXvvox685x5NmYB+GyBw589/rmbPX6COXvWuGe+97vyacUMb6hB8ePCp8ckTIzZs2KCWLl3KGz8D0tT4zMCQg7oAHx5X03xwz8/7JzWpea/edPykxse0B3xMIuXjNvBZ9dFvqbkP3UPN2u3BZeNx1GkC/77lN2re3D3UKc9f3Npx2uZXavHcJGcbHylnp7ZHlJrfpThDD0+gq/OLG/UJJ5ygfv3rX2dNjj76aPX+97+fa96YzLb+YJ425o5GO64zT23x0+ggLJ2nFs91OFuG1YkqW/xgT6YTrg0ehLm346PAFj8+5w1LG5NP7cSIYQGGcZYJIDGizCPGESVG4DOcBJAYkabfzQtnmlY2Z1VqfJAY0Vws1Ok5tfipM4aY5zTNhx7C8WkXAf1even4SZ0c+PAeagMf2tjFZzgJdDUxIjVvNsU55vqTYmJEan6HPTNDoIvziyN3wAEHqF/+8pdZk+OOO05deumlXPPGZLb1B/cbjbmj8Y5D56ktfhofhGFAivEcytkYUmcObfGDPZnOuDd4IPrejs/JtvjxOW9Y2ph8av0pjXvu3RrM68c//rE6+OCDg8/TT7j33nuzw1133VWvDi4PomdkZCTrb8uWLWoQPabRbeKzx66zTfOtxzF/6sTaoaVS/5lEKXti67n3d7+zjISv+tGPf6Qef/Dj+UZ9pFLxnJoeGnab+Oy61159PNUTS8UhaTN/SsjLAKORlD2p6QEfw9GWw9TiJ0+M2LhxoxobG7NY3L9KKg6pp9T4kE277bYbfdX+gA+Prkt89Hv+FK/vbbp/5qOmkEpwzu/Vsf4UXG0l8LFRKerawOfue/5UGOxRkphfeTdYf3IS9u+Z4POQPfx+KUTquiylh4jZ5pdUPD//pJPUk5/0JPXWt77V7hyjtt+8mGnOLj6G2X0PXf7S94j6KtnewKXH51y9jUtPqN9J50zML912rtwvfrhzdZmUHtLZJj5dm1+6T80y7adPTU1l1ccff7xav3599Pll2uBzHHN99ulfbyM1L6T0kG1tml86S67cj4/vPKU+bPHD9W2Tua4XtrZcnUtP6HXHxSf0foNs5eLHl7NrXBwLmyw1PWSjLX70PRnbOMw6l7/Mdv2OU9ND9nLx0288uTy1cfWzJ9/bye3nvm3xw7W3yVKbF1L20FhNPrUSI2zQ+tWZHfdrb5NLgRhEj/4QNYgec3xd4aOPKwU+MfwlNS4pPcQc8aNHXrUMPlUmeg346DSqZfCpMtFrUuODxAjdO+Wy1HVHSg9Zl1r8kE1IHCEK1Y+U36X0kIWIn6qf9Brw0WlUy+BTZaLXgI9Oo1oGnyoTvQZ8dBrVciw+k5OTatmyZVmHDzzg91dzpa7LUnrI+Fh8SLe+R0TH/T5S45LSQ/bG5NOPhymXGpeUHvAxPVQ9bip+jj32WHXnnXdmBh1zzDHqvPPOa01iRJUiXyMVz6npoVE3FT824uBjo1LUxeRT536DLEP8FP6xlcDHRqWoA5+Cha0EPjYqRZ3JB4kRBRuvkv4QJXWBoY5Nx3gZYzSSsic1PYPwieGvLvHRQyi1cUnZM0j8gI9OgC9L+Ss1PYgf3u8p8kFihNtnmF9uNiQBH/DhCfBSxE83+NCzw+joqKLNPp9Pan6XsofGjudTPgLAB3x4Arw0VvxQUkS+fp111llq9erVvCHbpVLrhpQeMjgWH9Kt7xHRcb+P1Lik9JC9Mfn042HKpcYlpQd8TA9VjxE/VSZ6DfjoNKpl8Kky0WuGhU+d+w3iNCx89JgIKYMPTwt8wIcnwEvN+EFiBM+rItUfonDjXsFTqkiBTwx/SY1LSg9BNyd2yRGeB1L2pKYHfPoHAOKHZ9QGPmvWrFHz589XK1as4AezQyo1T0ldanyQGOEOASm/S+lJMX7IJvxihD2GpPwupQfxY/eTXpva+ky2pT6/kBhRRBDip2BhK4GPjUpRBz4FC1spBh9KiMh/LSLv0+dXI6Suy1J6yPYYfHIm+h5RXsd9S41LSg/ZGpMPx8ImkxqXlB7wsXmpXIf4KfMwj8DHJFI+Bp8yD/NoGPjUvd8gVsPAx4yJkGPw4WmBD/jwBHipGT9IjOB5VaT6QxRu3Ct4ShUp8InhL6lxSekh6ObELjnC80DKntT0gE//AED88IzawKepFzkpzi8kRrjjGeuzmw1JwAd8eAK8FPHTDT5NXU8RP92IH34UVWlqfpeyh0bahvvnqkf4mtT56P96Mx+Jz69GSI1LSg/ZHjN+9D2inBP3LTUuKT2x+XAsbDKpcUnpAR+bl8p1MedXuaf+R1J+l9JDFoMP7zfwAZ+69xuYX3zsgA/49CfAt8D6HMYHiRE8r4pUf4jCjVcFT6kiBT4x/CU1Lik9BB0LXyn0KgfgU0FSqgCfHo7TTjtN3XXXXdnBokWL1MqVK7NyG/g09SKHAKXGB4kRWdha/yd13ZHSk2L8kE2p/4t2q3OZSil/paaHhpza+kM2IX6IQvXTlvhp6nraFj5Vz/I1qY1Lyh4aNdYf3vfgM7N8bP96M7eg369GSM0LKT1kd8z40feIckbct9S4pPTE5sOxsMmkxiWlB3xsXirXxZxf5Z76H0n5XUoPWQw+vN/AZ7j5DHK/gfnFxw74gE9/AnwLrM9hfJAYwfOqSPWHKNx4VfCUKlLgE8NfUuOS0kPQsfCVQq9yAD4VJKUK8OnhGBkZUVNTU9nB+Pi4mpiYyMpt4NPUixwClBofJEZkYWv9n9R1R0pPivFDNuHFtjV88IsadizTtVLzQkoPGZba+kw2pT6/mrqeSvldSg/ihwjwH8wv8OEJ8FLp+LH9683cgn6/GiG1bkjpIbul+eQs6FvfI9LrXWWpcUnpITtj8nFxcNVLjUtKD/i4PFXUI34KFrYS+NioFHXgU7CwlbrOZ5D7DeLVdT62mAipAx+eFviAD0+Al5rxg8QInldFqj9E4ca9gqdUkQKfGP6SGpeUHoJuTuySIzwPpOxJTQ/49A8AxE+PERIj+seKrUVq8YPECJuXenVYn91sSAI+4MMT4KWIn27wWb16tVqwYIFasWIFP6Ad0tT8LmUPDS+16zvZlHpiDdkY8pHyV2p6iAHih48EST433HCDohcV3If71YhU4+eiiy5S1113XTasuXPnqiuuuIIbYkXmGpe+R1Q5yVLh0mNpylZJ6aFOJOMnlXUVfNjwEXtOQfzwnMEHfPoT4Ft0eX0e9H4D84uPHfABn/4E+BZdXn8GvV+1zS8kRvDxVJHqD1G4ca/gKVWkwCeGv6TGJaWHoGPhK4Ve5QB8KkhKFeDTw9HmxIixsTG1ZMkStXbt2pJvXQddXn+QGOHyOl78u8n0JFLzQkoPWYX1mfca+IAPT4CXIn7AhyfASxE/4MMT4KWS8XPccccp+mlr7sP9aoTUfYuUHhoH8Vm1apVav359Nqx58+apLVu2cEOsyFz26HtElZMsFS49lqZslZQe6kQyfgbdaJYal5Qe8GHDMBMifnhG4AM+PAFe2uX4GfR+g8h1mc+g11Pw4ecW+IBPfwJ8C3P9QWIEz6si1R+icONewVOqSIFPDH9JjUtKD0E3J3bJEZ4HUvakpgd8+gcA4odnBD7t4oPECLe/sD672ZAEfMCHJ8BLET/gwxPgpYgf8OEJ8FLEz/Dyufbaa9WznvUsHsAOqetXI1KNHyRGuN2K51M3G5KAD/jwBHgp4gd8eAK8tKvxI3G/QeS6yofGhsQIolD9SN1nkmbET5WvXgM+Oo1q2eSDxIgqI7Ymxot26tB0DGuEQyi10KSmZxA+MfzVJT56KKU2Lil7Bokf8NEJ8GUpf6WmB/HD+z1FPkiMcPsM88vNhiTgAz48AV6K+AEfngAvRfyAD0+AlyJ+hpcPJUXQywqfj+tXI1KNH/wpDbdXsX/oZkMS8AEfngAvRfyAD0+Al3Y1fiTuN4hcV/nQ2JAYQRSqH6n7TNKM+Kny1WvAR6dRLZt8kBhRZcTWxHjRTh2ajmGNcAilFprU9AzCJ4a/usRHD6XUxiVlzyDxAz46Ab4s5a/U9CB+eL+nyAeJEW6fYX652ZAEfMCHJ8BLET/gwxPgpYgf8OEJ8FLEz3DyufLKK71/LSInZPvViGGLH32PKOfCfQ8bH46FTQY+NipFHfgULGwl8LFRKerAp2BhK4GPjUpRJ8VH6n6DLMP7r8I/thL42KgUdeBTsLCVwMdGpagz+SAxomDjVdIfoqQuMNSx6RgvY4xGUvakpmcQPjH81SU+egilNi4pewaJH/DRCfBlKX+lpgfxw/s9RT5IjHD7DPPLzYYk4AM+PAFeivjpBp9rrrlGzZ49Wy1ZsoQf0A5pan6XsoeGh+dTPgTAB3x4ArxUIn5GR0crvxZBvwqxZs0aRbKxsbGsrFti+9UIqXVDSg/ZK8HHZY++R6SzcZVdelztXfVSekh/TD4u+131UuOS0gM+Lk8V9U3Fz7p169S2bdsyQ+bPn6+WL1+O56/CLdaS1LyQ0kNGNhU/NkBS45LS01U+3P0G3WuQnO499I/tfqOrfBA/uuerZfCpMtFrwEenUS3H5IPEiCpvtkZ/iIrpGNYIh1DKntT00HDr3njF8FeX+OihlNq4pOwZJH7ARyfAl6X8lZoexA/v9xT5IDHC7TPMLzcbkoAP+PAEeCnipxt86NmBNvcmJyf5Ae2QpuZ3KXtoeHWfv3RwUvakpgd8dC/by4gfO5e8dlA+tEYtW7YsV6f0FxDmOrZ69erSCwvzVyOGbX7pe0TTAJnCsPFhUFhF4GPFMl0JPtMo1MjIiJqamsoqjj/+eLV+/Xo8fxV4rCXEjxXLdCX4TKOwFiT49LvfoMSIjRs3Zv33u9+gRoPe/5AOiXGlqIdsAh+i4P6Aj5sNScAnjA8SI3heFan+ECW1EFMnCNwK6lJFXT4x/CXldyk9iJ9SqFgP6saPrkzKX6npQfzoXraX2xA/tDG6ePFitXbtWvsgjFqpOCS1qfFBYoThbO1Qyu9SelKMH7Jp0L8NCT5a0FmK4GOBolWBjwbDUozNx3yhaDGhVCVlT2p6aJCpXd/JJqzPRKH6QfxUmeg1XeRD9/70suKMM85QZ599tj5c5VrH8hcWehIFndhFPty49D2iEjjHwbDxcWBwVoOPE00mAJ+CDxIjCha+JcQPTwp84vPpd7+hJ0bk1tD9Sf7rVXTvoX/wfKHTqJbBp8pErwEfnUa1DD5VJnqNyQeJETodj7L+ECV1AaZuTcd4mFJpImVPanoG4RPDX13iowdRauOSsmeQ+AEfnQBflvJXanraEj+uDVCX16Q4p8gHiREurw/fxrebhF0iNS+k9KQ4v8gmvJhE/NgJ8LVS80JKD1lre/5q6noqNS4pPS4+vJerUil7UtMDPlVfmzW2+WW26Xecmt+l7KFxD8KHXjjQf6eddlqG0Lwu0zq2dOlSRX8ayPahlxT6iwqpcUnpIZsH4ZOP2WWPvkeUt+W+XXq4c2wyKT2kOyYfm+1cndS4pPSAD+etnqyp+EFiRH/fmC2k5oWUHrKvqfgx2dCx1Lik9JBNXeLjc79hS4wgDvSh80muf7rEJx8X4icnYf8GHzuXvBZ8chL275h8dtr+970esHcrW7t582a1cOFCWaUNaNt9992zXvO/iyZlQlf4SPEw9dTlE8tfpn2Sx5ff8ulgdff84R61x6w9gs8blhPaxOe4JS+fcbfUnV8zbmhDHbaBD611xxxzjLryyitnnFJqfPLEiA0bNmSbwjMOxOgwNT6GeY0fgg/vAvABH54AL0X8hPNp8nrKWzvzUsQPzxx8wIcnwEtjxg+tY0996lPVN77xDd6IhKWx+dDQpff0ZhJnTD4zOY5YfYEPT7YpPrfeequ67777MuNmz56t9t9/f97QhqRN8WlouMHdgg+PbJj40P0GJWLS3pvvZ5j4+DLR24GPTqNaBp8qE70GfHQa1bLJB4kRVUZsDS369JF+iDIdwxoxhMK6fGL5K6YLPnL1O2Kqh+6ECczdc0SddNTrZ9zCuvNrxg1tqMM28KG1DokRvQBBYkRDE6Vmt22YXzWHJnIa+PAYwQd8eAK81BY/TV5PeWtnXmrjM/NWpNsj+PC+AZ/m+NA6dvTRR6urrrqKNyJhacz4aeMekemqmHzMvtp4DD6818AHfHgCvBTxAz45AbqeIjEipyHzjfnFcwQf8OEJ8FIzfvCnNHheFan+s3sxf8qj0rFHhZQ9qemhodf9qaUY/orN54Pr36hmz5qrjnzMszy8jiZdIXDVLRervWfvp05e+javIUnFIXVWd37phkrZk5qetvChtW50dDT7qTrdL66yFOcU+eSJERs3bqz8bJ+Lh1nfZT40VvMnl83x9zsGH54Q+IAPT4CXIn6a5UM/+Tpnzhy1ZMkS3pAdUil/paaHhof7Qz4EwAd8eAK8NGb80HMBJUxfe+21vBE7pMO2/uh7RD6Aho2PDxO9DfjoNKpl8Kky0WvAR6dRLYNPlYleAz46jWo5Nh+6ntKfyqC9N99PzPsfXxvydrH55P2EfIMPTwt8wIcnwEvN+EFiBM+rItUfoqQWUOrEdEylY48KKXtS0zMInxj+is0nT4xYevCJHl5Hk64QWH/jBUiM2O7M2POLi5dNmzaVftrxwAMPzJq3YX2mhxF6ibN27VpuiNMyKc6kMDU+SIyYdnOlIOV3KT0pxg/ZhMSRSuhkFVJ+l9JDRqW2/pBNiB+iUP1I+V1KD1mI+Kn6Sa8BH51GtQw+VSZ6DfjoNKrlmHxoDwSJEe7nSn2PqOqZao3UdUdKD1kYM36qBPgaqXFJ6QEf3l/gAz79CfAtsP6AT06ArqdIjHDfb+ScQr4xv3ha4AM+PAFeasYPEiN4XhWp/hCFG/cKnlJFCnxi+EtqXC49SIwohdHQHCAxoudq17wIDYQ6ekZGRtTU1FTW1fj4uJqYmMjK5oUz1BZqX8ceWz+p6SEbU+ODxAhb5PTqED9uNiQBH/DhCfBSxA/48AR4KeIHfHgCvBTxAz46AdoDeepTn6quu+46vdpZHrb40feInFA0wbDx0YbuVQQfHhP4gA9PgJcifsCHJ8BLY8cPXU+RGCG3j0TeTG1/lWzCP/wgCtVP7PlV7bF/DeKHZ2TyQWIEz6si1R+ipCYAdWI6ptKxR4WUPanpGYRPDH/F5oPECI9g72ATJEb0nBp7fnGhg8QIjo5bltr1C4kRbl81Ob9cVqUWP2QnHvzs3kL82LnkteCTk7B/g4+dS14LPjkJ+zf42LnkteCTk7B/Dxsf2gPpQmLEHXfcoW6//fbMqfR3zE8++WS7gx21Lr/re0SOU0vVLj2lRh4HUnqoK9w/88DBB3x4ArwU8QM+PAFeOkzxQ9dTJEYgMYKfEeADPrv1Q8DKY94/IzGCRV8V6g9RMR1T7bl/jZQ9qemhkde9sYjhr9h8kBjRP9a72AKJET2vxp5fXOwgMYKj45bVXZ91jZJ+R2KETrZcluRMmgdNICAdqcWPxLikOIMPEeA/iB/w4QnwUsQP+PAEeCniB3x4Arw0ZvzQHsjRRx+trr/+et6IHVKp+xYpPWQW8Vm1apVav359ZuW8efPUli1bdljs9+WyR98j8tHk0uNzrt5GSg/pjBk/us0+ZalxSekBn/5eQ/zwjMAHfHgCvHSY4oeup0iMwIt/fkaAD/ggMaIzN+76QxRu3PmpnQKfGP6SGpdLDxIj+LjqqhSJET3PuuZFqN/r6Fm3bp3atm1b1tX8+fPV8uXLs/IwPdiEcqb2qfFBYoTbi3XmhU2blJ4U44dsGjThA3xsUVPUgU/BwlYCHxuVoi42nzVr1ii6B1ixYkXRKVOSsic1PTTk1K7vZBPWZ6JQ/SB+qkz0mmHjQ3sgSIxwb8Tre0R6nLjKwxY/Lg6uevBxkenVgw/48AR4KeIHfHgCvDR2/ND1FIkR7vsN3jt2KZ6/7FzyWvDJSdi/wcfOJa81+eAXI3Iynt/6Q5TUBYa6Nh3jaU6pmZQ9qekZhE8Mf8Xmg8SIUlgPzQESI3qujj2/6gQU1meeWmp8kBjh9hfml5sNScAHfHgCvBTx0w0+9OwwOjqqJicn+QHtkKbmdyl7aHipXd/JJiRGEIXqR8rvUnrIQsRP1U96TUw+tI4hMcJ9X6fvEek+cZWl5oWUHrIzZvy4OLjqpcYlpQd8XJ4q6hE/BQtbCXxsVIo68ClY2ErDxIeup0iMcN9v2OKjX90wxU8/FjY5+NioFHXgU7CwlUw+SIywUWLq9Ico3LgzoLaLUuATw19S43LpQWIEH1ddlSIxoudZ17wI9buUHurXvHCG2kLtpexx6aG1rokXOTS21PggMYK8Yv+44sfe2l0rpYd6SC1+yCa8eCMK1Y+U36X0kIWIn6qf9Brw0WlUyzY+TV1PpeaFlB6iZeNTpcjXSNmTmh7w4f0OPs3yoXXsKU95ivrWt77V35DtLVKdX7NmzVJbt27NxrDLLruoRYsWeY0nb+Qal75HlLflvl16uHNsMik9pBvrs41wUQc+BQtbCXxsVIo68ClY2ErgY6NS1A0Tn9DrKVEaJj5FVPiXwIdnBT7gwxPgpWb8IDGC51WR6os+HmwqeEoVKfCJ4S+pcbn0IDGiFEZDc4DEiJ6rXfMiNBCk9FC/5oUz1BZqL2WPSw+tdUiM6HFGYoQ7Ql3x4z7DLpHSQ9rbML/sFNy14ONmQxLwAR+eAC+NHT9NXU+lxiWlh7yA9ZmPRfABH54AL40ZP7SOdSExYvHixTzEPlLXeqjvEfVRkYldenzO1dtI6SGdMeNHt9mnLDUuKT3g099riB+eEfiAD0+Alw5T/IReT4ncMPHhI8UuBR87l7wWfHIS9m/wsXPJa00+SIzIyXh+64s+btx5aCnwieEvqXG59CAxgo+rrkqRGNHzrGtehPpdSg/1a144Q22h9lL2uPTQWofECCRG9ItNV/z0O8+US+khvW2YX+b4+x2DD08IfMCHJ8BLY8dPU9dTqXFJ6SEvYH3mYxF8wIcnwEtjxg+tY0iMcD9/6XtEvJd6Uql1VUoPWRUzfnyY6G2kxiWlB3x079jLTcXPyMiImpqayow6/vjj1fr166Pvk9gJ8LVN8bFZJTUvpPSQjeBj81RRN0x8Qq+niJ8iTlylYYofFwOuHnw4OlifeTpVPkiM6EfMkOuLPm4sDDjGYQp8YvhLalwuPUiMMAJpSA6RGNFztGtehIaBlB7qtw03XrTWITECiRH95onUvJDS05b51Y+rKQcfk0j5GHzKPMwj8DGJlI9j82nqeio1Lik9RL0N9z/l6Oitcqk8AABAAElEQVR/BD48I/DpBh9ax5785Cerb3/72/yAdkil/C6lh8yKuf7oe0Q+gKTGJaUnNh8fJnobqXFJ6QEf3Tv2csz5Ze+xV4vECI6OXSY1L6T0kJVNxY+NkNS4pPQMG5/Q6+mw8bHFbL86zC+eEPiAD0+Al5rxg8QInldFqi/6uHBW8JQqUuATw19S43LpQWJEKYyG5gCJET1Xu+ZFaCBI6aF+zQtnqC3UXsoelx5a65AYgcSIfrHpip9+55lyKT2ktw3zyxx/v2Pw4QmBD/jwBHgp4gd8eAK8FPEDPjwBXtqW+KHnAiRGuJ+/9D0i3uM9qZTfpfSQVbh/5j0HPmnyQWIE7xebVGrdkNJDNmJ+2TxV1A0Tn9DrKeKniBNXaZjix8WAqwcfjg7WZ55OlQ8SI/oRM+T6oo8bCwOOcZgCnxj+khqXSw8SI4xAGpJDJEb0HO2aF6FhIKWH+m3Djdfq1avVggUL1IoVK7xQdZnPOeeco+i/jRs3qrGxMS8eZqMu86Gx7rbbbuaQg47Bh8cFPuDDE+CliB/w4QnwUsQP+PAEeCnipxt8aA/kSU96kvrOd77DD2iHVMrvUnrIrJjPX/oekQ8gqXFJ6YnNx4eJ3kZqXFJ6wEf3jr0cc37Ze+zVnnrqqWrr1q3ZwaJFi9TKlSuj/wMSzh6XrCk+Nnuk5oWUHrIRfGyeKuqGiU/o9RTxU8SJqzRM8eNiwNWDD0cH6zNPp8oHiRH9iBlyfdHHjYUBxzhMgU8Mf0mNy6UHiRFGIA3JIRIjeo52zYvQMJDSQ/3ixounnxofJEa4/SU1L6T0YH65fZVLUptfZBcSa3LvlL+l5oWUHrIO8VP2kXkEPiaR8jH4lHmYR+BjEikfg0+Zh3kUkw/tgSAxAr8YYcaceSx1v5GaHhpnzPllcux3DD48IfABH54AL0X8NMtHf+fCW1JIsT4XLGwl8LFRKerAp2BhK4GPjUpRZ/JBYkTBxqukL/pSF2Dq2HSMlzFGIyl7UtMzCJ8Y/orNB4kRRmAPySESI3qOjj2/6oQT1meeWmp8kBjh9hfml5sNScAHfHgCvBTxAz48AV6K+AEfngAvRfyAj04AiRE9Gq55oe8R6dxcZZceV3tXvZQe0p/a8xfZhMRZolD9SPldSg9ZiPip+kmvAR+dRrUMPlUmes0w8Qm9nhKnYeKjx4VvGXx4UuADPjwBXmrGDxIjeF4Vqb7o48a0gqdUkQKfGP6SGpdLDxIjSmE0NAdIjOi52jUvQgNBSg/1a144Q22h9lL2pKaHxpYaHyRGkFfsH8SPnUteCz45Cfs3+Ni55LXgk5Owf4OPnUteCz45Cfs3+Ni55LXgk5Owfw8bH9oDOeqoo9R3v/tdOxCjdhj5EIIHHnjAIGE/HDY+dgruWvBxsyEJ+IAPT4CXIn7AhyfAS2PHj/7OhbekkKa2f0iWIbGv8I9eih0/el++ZcQPTwp8wvggMYLnVZHqi77UAkGdIHArqEsVdfnE8JeU3116kBhRcv3QHCAxoudq17wIDYQ6eo499lh15513Zl0dc8wx6rzzzsvKddcf3eY69ujn5+XU9JBdqfFBYkQeLdVvxE+ViV4DPjqNahl8qkz0GvDRaVTLbeGzZs0aNX/+fLVixYrqICw1qY1Lyh4aamrXd7IJG5dEofqR8ruUHrIQ8VP1k14Tkw8SI3qkXfGc7xGNjY3pLnGW77///ky28847O9v4CKT0UF/33HOP2mOPPXy6dbaRsic1PeDjdPm0APEzjcJaAB8rlulK8JlGYS0ME5/JycmMgW+iITWOef+TGRPwP9d9QoCKrKmUHlIGPjx98AEfngAvNeNnp1tuucUvTZrXOzTSJUuWZGPdzm1oxtzmgbbRX1f/xyfV7Flz1dKDT2wzetgeSIASIx7yoIepI/c5IfBMNJci8IxnPGM6MWLp0qXq/PPPl1IdXc9NN92UbY4ddNBB0ftKvYMLLrhA0X+f+MQn1OGHH566ubAPBEAABEAgIQL07HDYYYepCy+8MCGrYAoIgAAI+BOgdewJT3iCWrdunf9JQ9Qy3yMaoiFjqCAAAiAAAiAQjQDekUVDC8UgAAIRCeAXIwLh5tnllA2HjDAeXgp8YvhLalwuPfjFCD6uuirFL0b0POuaF6F+r6NnZGRETU1NZV2Nj4+riYmJrGxmFIbaQu3r2GPrx6WH1rrR0VGVZ2zbztXrXHr0Nr7l1PjgFyPcnpPyu5QesjS1+CGb8C+SiUL1I+V3KT1kIeKn6ie9Bnx0GtWyjU9T11OpeSGlh2jZ+FQp8jVS9qSmB3x4v4NPs3xoHTvyyCPVDTfc0N+Q7S1SnV9nnnmmuuyyy7IxzJs3T23ZssVrPHmj1MYlZQ+ND+tz7mX7N/jYueS14JOTsH+Dj51LXgs+OQn7N/jYueS14JOTsH+Dj51LXgs+OQn7N/jYueS1Jh8kRuRkPL9jvGinrk3HeJpTaib1oJWankH4xPBXbD5IjCiF9dAcIDGi5+rY84sLqDb/KY2mXuQQz9SuX0iMcEd5k/PLZVVq8UN2IjHC7i3Ej51LXgs+OQn7d1v4NHU9bQsfu3fdtamNS8oeGjGuX26/gw/PJjYfWseQGJFewgfWH35egA/48AR4KeIHfHgCvBTxAz48AV6K+AEfngAvRfw0xweJETz7ijTGi3bqBBsrFdSlirp8YvhLasFy6UFiRMn1Q3OAxIieq13zIjQQpPRQv3XXH91mKXtcepp6kZMiHyRG6JFXLrvip9yq/5GUHuqpDfOrP5FyC/Ap8zCPwMckUj4GnzIP8yg2n6aup1LjktJD3LE+m9FXPgafMg/zCHxMIuXjmHxoHTviiCPU9773vXKnjiOpdUNKD5lJfPCLEQ6H7eCzePFidwMPiZS/UtNDQ485vzzQlpqATwlH5QB8KkhKFeBTwlE5AJ8KklIF+JRwVA7Ap4KkVAE+JRyVA/CpIClVtIEPEiNKLut/EONFO/WKG3eefV0+MfwVe2IjMYKPha5KkRjR82zs+VUnfuquP3pfscfV1IscGmNqfJAYoUdeuRw7Dsu9+R2lFj9kNX4xwu47xI+dS14LPjkJ+3db+IyNjSn6+/Nr1661D8SoTW1cUvbQMLE+G842DsHHAGIcgo8BxDiMyacriRHXX3+92rRpU0Zuzpw56txzzzUo8odS62FqemjUMeOHp1qVgk+ViV4DPjqNahl8qkz0GvDRaVTL4FNloteAj06jWgafKhO9Bnx0GtUy+FSZ6DVt4IPECN1jHuUYL9qpWzzY8PDr8onhr9gTG4kRfCx0VYrEiJ5nY8+vOvFTd/3R+4o9LiRGFPGDxAg98srl2HFY7s3vqA3zy28kRSspzqQRfAquthL42KgUdeBTsLCVwMdGpagDn4KFrQQ+NipFHfgULGylmHy6khiBX0SwRU6vLmb8uHu1S6Tue6X0kJXgY/dVXgs+OQn7N/jYueS14JOTsH+Dj51LXgs+OQn7N/jYueS14JOTsH+Dj51LXmvyQWJETsbzO8aLduradIynOaVmUg8SqekZhE8Mf8Xmg8SIUlgPzQESI3qujj2/6gRUG9bnyclJRf+Siv6Vq89HijP1lRofJEa4I0DK71J6Uowfsgm/GGGPISm/S+lB/Nj9pNemtj6TbZhfuoeKstS8kNJDliF+Cv/YSuBjo1LUgU/BwlaKyYf2QA4//HB144032rqu1EmtG1J6yMCYfCoA+lRIjUtKD/j0cdh2MeKHZ9QUn1NPPVVt3bo1M27RokVq5cqVSmpeSOkh45riY/Oa1Lik9ICPzUvlOsRPmYd5BD4mkfIx+JR5mEfgYxIpH4NPmYd5ZPJBYoRJqM9xjBft1KXpmD5mWMVSNzqp6RmETwx/xeaDxAhreHe+EokRPRfHnl91AgnrM08tNT5IjHD7C/PLzYYk4AM+PAFeivgBH54AL0X8gA9PgJcifsBHJ4DEiB6N1OaFlD00utSev8gmJD4ShepHyu9SesjCpuJnZGRETU1NZZDGx8fVxMQEnr+qIVOqkfK7lB4yrqn4KYHZcSA1Lik94GPzUrkO8VPmYR6Bj0mkfAw+ZR7mEfiYRMrHJh8kRpT59D2K8aKdOjUd09cQSwOpC3lqegbhE8NfsfkgMcIS3ENQhcSInpNjz686oYT1maeWGh8kRrj9hfnlZkMS8AEfngAvRfyAD0+AlyJ+wIcnwEsRP+CjE0BiRI9GavNCyh4aXWrPX2QTEiOIQvUj5XcpPWRhU/GDxIhqfPSrkfK7lJ4m48fGSmpcUnrAx+alcl1T60/Zit6RlN+l9JBV4GPzVFEHPgULWwl8bFSKOpMPEiMKNl6lGC/aqWPTMV7GGI2kFuLU9AzCJ4a/YvNBYoQR2ENyiMSInqNjz6864YT1maeWGh8kRrj9hfnlZkMS8AEfngAvRfyAD0+AlyJ+wIcnwEsRP+CjE6A9kMMOO0x9//vf16udZcSPE00mAB/w4QnwUsRPwQeJEQUL3xLihycFPuDDE+CliB/w4QnwUsRP+/kgMYL3YUUa40U7dZLaiyWyqQsZ3zH8FXvhQ2IERd/wfZAY0fN57PlVJ7KwPvPUUuODxAi3vzC/3GxIAj7gwxPgpYifbvBZtmyZWrx4sVq7di0/oB3S1PwuZQ8NL7XrO9nUhedTGkf+kfJXanpofIif3Mv275h8kBjRY57avJCyh0YXM37sEeuulRqXlB7wcfsqlyB+chL2b/Cxc8lrwScnYf8GHzuXvBZ8chL2b/Cxc8lrwScnYf8GHzuXvNbkg8SInIznd4wX7dS16RhPc0rNpB4kUtMzCJ8Y/orNB4kRpbAemgMkRvRcHXt+1QmoNqzP11xzjZo9e7ZasmSJ1xClOFNnqfFBYoQ7BKT8LqUnxfghm/DizR5DUn6X0oP4sftJr01tfSbbUp9f9OwwOjqqJicndZTOslQ8p6aHBoz4cbo9E4AP+PAEeGnM+KF17NBDD1U33XQTb8QOKdYfHhP4gA9PgJcifsCHJ8BLET/gwxPgpYgf8OEJ8FLED/jwBHhpG+IHiRG8DyvSGC/aqZOYD8aVQfSpaEPg9hnCtDiGv2LzQWLEtPuGqoDEiJ67Y8+vOkHVhvW5qRc5xDM1PkiMcEc55pebDUnAB3x4ArwU8dMNPk1dTxE/3YgffhRVaWp+l7KHRpra/SHZlHpiFtkY8nH5i9YxJEakd1/n8leIz/O2mF85Cfs3+Ni55LXgk5Owf4OPnUteCz45Cfs3+Ni55LXgk5Owf4OPnUteCz45Cfs3+Ni55LUmHyRG5GQ8v2O8aKeuTcd4mlNqJvWglZqeQfjE8FdsPkiMKIX10BwgMaLn6tjziwuodevWqW3btmVN5s+fr5YvX56V27A+N/UihwClxgeJEVnYWv/X5PyyGpRg/JCdw/LixOUTVz3ix0WmVw8+3eDT1PUU8dON+OFHUZWm5ncpe2ikqd0fkk3Dcn2ndQyJEUiMoJjnPlLzPTU9NGasP5znwYenAz7g048AL8f6Az48AV6K+AEfngAvRfyE8UFiBM+rIo3xop06QeBWUJcq6vKJ4a/YD35IjCi5fmgOkBjRc3Xs+cUF1MjIiJqamsqajI+Pq4mJiaxcd/3R+4o9rqZe5NAYU+ODxAg98srl2HFY7s3vKLX4IauH5cWJn4eKVoifgoWtBD42KkVdW/g0dT1tC5/Co36l1MYlZQ+NHtcvPgbApzk+tI4dcsgh6uabb+aN2CGVmhdSesgsxA/vOvABH54AL0X8gA9PgJcifsCHJ8BLET/gwxPgpYgf8OEJ8FIzfpAYwfOqSGO8aKdOTMdUOvaokHoQTU3PIHxi+Cs2HyRGeAR7B5sgMaLn1NjziwsdJEZwdNyy1K5fSIxw+6rJ+eWyKrX4ITuRGGH3FuLHziWvBZ+chP27LXxWr16tFixYoFasWGEfiFGb2rik7KFhYn02nG0cgo8BxDgEHwOIcRiTT1cSI66//nq1adOmjNycOXPUueeea1DkD6XWw9T00Khjxg9PtSoFnyoTvQZ8dBrVMvhUmeg14KPTqJbBp8pErwEfnUa1DD5VJnoN+Og0qmXwqTLRa9rAB4kRusc8yjFetFO3eLDh4dflE8NfsSc2EiP4WOiqFIkRPc/Gnl9c/CAxgqPjltVdn3WNkn5HYoROtlyW5EyaB00gIB2pxY/EuKQ4gw8R4D+IH/DhCfBSxA/48AR4KeIHfHgCvDRm/NAeyJIlS9QPfvAD3ogdUqn7Fik9ZBbxOfPMM9Vll12WWTlv3jy1ZcuWHRb7fUnZk5oeGn3M+PGjW7QCn4KFrQQ+NipFHfgULGwl8LFRKerAp2BhK4GPjUpRBz4FC1sJfGxUijrwKVjYSm3gs9P2v6f+gM146brNmzerhQsXSqudcX2777571mf+d+ilDOgKHykepp66fGL5y7RP8vgjV79DzZ41Vy09+ERJtdCVOAFKjJi754g66ajXz7ildefXjBsaucNbb71V3XfffVkvs2fPVvvvv39WBh8efGp88sSIDRs2qKVLl/LGz4A0NT4zMOSgLsCHxwU+4MMT4KWIH/DhCfBSxA/48AR4KeKnOT60B7Jo0SL13e9+lzciYSnFz+mnn64uv/zyzMp9991X3XbbbQlbPLOmYX7xvMEHfHgCvBTxAz48AV6K+AEfngAvRfyAD0+AlyJ+wvggMYLnVZHGetGOwK2gLlXU5RPLXyXjhA+QGCEMtCXqkBiRrqPqrj/pjkjWstT4IDFC1r+xtaUWP7HHG6offHhi4AM+PAFeivgBH54AL0X8gA9PgJfGjB8kRvDsuyCNGT/g0wUC/BgQP+DDE+CliB/w4QnwUsQP+PAEeCniB3x4ArzUjB/8KQ2eV0Ua408zUCf4KbwK6lJFXT4x/BX7p2DwpzRKrh+aA/wpjZ6rY8+vOgFVd/3R+0ptXFL20BhT45MnRmzcuFGNjY3pbvAud5kPQRj0T2CADx9K4AM+PAFeivgBH54AL0X8gA9PgJcifrrBh/ZAFi9erG655RZ+QDukUn6X0kNmpfZ8QTbh/pkoVD9SfpfSQxYifqp+0mvAR6dRLYNPlYleAz46jWoZfKpM9Brw0WlUy+BTZaLXgI9Oo1oGnyoTvcbkg8QInY5HOcaLdurWdIyHKZUmUg8SqekZhE8Mf8Xmg8SISmgPRQUSI3pujj2/6gQT1meeWmp8kBjh9hfml5sNScAHfHgCvBTxAz48AV6K+AEfngAvRfyAj04AiRE9GqnNCyl7aHSpPX+RTUgcIQrVj5TfpfSQhU3Fz6ZNm0p/uvTAAw/E81c1ZEo1Un6X0tNk/JTA7DiQGpeUHvCxealc19T6U7aidyTldyk9ZBX42DxV1IFPwcJWAh8blaLO5IPEiIKNVynGi3bq2HSMlzFGI6mFODU9g/CJ4a/YfJAYYQT2kBwiMaLn6Njzq044YX3mqaXGB4kRbn9hfrnZkAR8wIcnwEsRP93gQ88Oo6OjanJykh/QDmlqfpeyh4aX2vWdbMKLN6JQ/Uj5XUoPWYj4qfpJr4nJB4kRPdJS8ZyaHhpdzPjR49SnDD48JfAp+IyMjKipqamsYnx8XE1MTOD5q8BjLSF+rFimK8FnGoW1AD5WLNOV4DONwloAHyuW6UrwmUZhLbSBDxIjrK5zV8Z40U694cHGzXwQPjH8FXtiIzGCj4WuSpEY0fNs7PlVJ37asD6vWbNGzZ8/X61YscJriFKcqbPU+CAxwh0CUn6X0pNi/JBNePFmjyEpv0vpQfzY/aTXprY+k22pzy8kRhQRhPgpWNhK4GOjUtSBT8HCVorJh9axRYsWZffotr7NOqnrspQesi8mH3P8/Y6lxiWlB3z6eQzx049QU/MLiRH9PFOVS60bUnrIwqbip0oH/7DBxkSvk/K7lB6yDfGje6haBp8qE70GfHQa1TL4VJnoNSYfJEbodDzKMV60U7emYzxMqTSRulClpmcQPjH8FZsPEiMqoT0UFUiM6Lk59vyqE0xtWJ+bepFDPFPjg8QId5RjfrnZkAR8wIcnwEsRP93g09T1FPHTjfjhR1GVpuZ3KXtopKndH5JNqSdmkY0hH5e/aB1DYkR693Uuf4X4PG+L+ZWTsH+Dj51LXtsUHyRG5B7w/5ZaN6T0kOVNxY+NmtS4pPSAj81L5TrET5mHeQQ+JpHyMfiUeZhH4GMSKR+bfJAYUebT9yjGi3bq1HRMX0MsDaQu5KnpGYRPDH/F5oPECEtwD0EVEiN6To49v+qEUhvW56Ze5BDP1PggMcId5ZhfbjYkAR/w4QnwUsRPN/g0dT1F/HQjfvhRVKWp+V3KHhppaveHZNMwJUY88YlPVJs2baJh9/1I+V1KDxmM+OHdBj7gwxPgpU3Fz7p169S2bdsy4+jXLpcvX47nL95V4AM+fQjwYqnrspQesrap9cdGSmpcUnrAx+alch3ip8zDPAIfk0j52OSDxIgyn75HMV60U6emY/oaYmkgtRCnpmcQPjH8FZsPEiMswT0EVUiM6Dk59vyqE0ptWJ+bepFDPFPjg8QId5RjfrnZkAR8wIcnwEsRP93g09T1FPHTjfjhR1GVpuZ3KXtopKndH5JNSIwgCtWPlN+l9JCFiJ+qn/Qa8NFpVMvgU2Wi14CPTqNaBp8qE70GfHQa1TL4VJnoNeCj06iWwafKRK8BH51GtQw+VSZ6jckHiRE6HY9yjBft1K3pGA9TKk2kHkRT0zMInxj+is0HiRGV0B6KCiRG9Nwce37VCaY2rM9NvcghnqnxQWKEO8oxv9xsSAI+4MMT4KWIn27wWb16tVqwYIFasWIFP6Ad0tT8LmUPDS+16zvZNCwvtmmsIR8pv0vpIdsRP7wHY/Kh5wL8YkR693WYX/ycAB/w4QnwUsQP+PAEeCniB3x4ArwU8QM+PAFeivhpjg8SI3j2FWmMF+3UScwH48og+lRITUgpPYPwieEvqXG59CAxok+AdlSMxIieY13zItTtUnqo3zasz2NjY2rJkiVq7dq1Xqi6zAeJEe4QkPK7lJ62zC83UbsEfOxc8lrwyUnYv8HHziWvBZ+chP0bfOxc8lrwyUnYv8HHziWvbQsf2gN5whOeoH74wx/mprPfUuOS0kPGtuH5i4VqEYKPBYpWBT4aDEsRfCxQtCrw0WBYiuBjgaJVgY8Gw1IEHwsUrQp8NBiWIvhYoGhV4KPBsBRj8kFihAU4VxXjRTv1hwc/jnp9PjH81W9CTk5OKvqP/sUZ93HpQWIER627MiRG9Hzrmhehnq+jZ2RkRE1NTWVdjY+Pq4mJiayM9ZmnnxofJEa4/VVnXti0Sekh3anFD9mEf5FMFKofKb9L6SELET9VP+k14KPTqJbBp8pErwEfnUa1DD5VJnoN+Og0quWYfJAY0eMtdb+Rmh4aXcz4qUYrXwM+4MMT4KWIH/DhCfBSxA/48AR4KeIHfHgCvBTx034+SIzgfViRxnjRTp3gwaaCulRRl08Mf/ksfMuWLcuSI8466yxngoRLTwqJER87/+Pqt7/5XckHO++8szro4IXqkMMPUfMf/aiSrM7B3VvvVh/70D+qP9/359Lpu+72YPXEJU9Uhx15qNrroXuVZIMcPPDAA+ryr12hvv61y9Vtm/9V7TNvb7XksMXqeS94rrrmm9eql736pYOoH/hcJEb0ELrmRSjgOnqQGBFKude+7vqs91bHX/r5eZn0IDEip1H9luRM2gdNICAdqcWPxLikOIMPEeA/iB/w4QnwUsQP+PAEeCniB3x4Arw0Zvx0JTFi1qxZauvWrRnIXXbZRS1atIiHakil7sdS00PDjBk/Bsa+h+DDIwIf8OEJ8FLED/jwBHgp4gd8eAK8FPEDPjwBXtqG+EFiBO/DijTGi3bqBA82FdSlirp8YvjLZ2LTL0ZQckT+sSVIuPSkkBjx2U99Tl2y7kuKNiOesvTJ2TD+9Kc/qZtuuFndfOPN6g1vf5065Y1/q3b+i53zIQZ///7u36vPfOJideFHP6X+avnT1KMW9JIt7vrdXer6yW+pO391p/r7D79fPW15wTG4E+2EM966Sl36uS+rZ40vV0975jL1i//4RZYo8fPNt6mHPfxh6ts/vE5rPfNFJEb0mLvmRahH6uhBYkQo5V77uuuz3lsdf+nn52XSg8SInEb1W5IzaUdiRJUx1UhxJl2pzS+yaVC/gw9RdH/Ax82GJOADPjwBXor4AR+eAC9tS/zQHsjjH/94deutt/ID2iGVGpeUHjKL7n/OPPNMddlll2VWzps3T23ZsmWHxX5fUvakpodGj/tDPgbAB3x4ArwU8QM+PAFeivgBH54AL0X8gA9PgJcifsL4IDGC51WRxnjRTp0gcCuoSxV1+cTwl++Dcf6rEfpA9AQJl54UEiPI5jX/+93qEfs8YnsCxGv1Iagf3PgD9cq/eY16+5lvVS9++YtKsjoHT3/ScvW+//sedfhRh5VOv2TdF9U7375aTXzzq9t/qeKgkiz04Jab/lm98PgXq69fs14duPCA6dPpVyTe/rrT1Lev/Q4SIxYvnuZSp+CK51BdTeo57bTT1F133ZWZTP8iaeXKlVm57vqjj73Jcel25GUpe0hfanyQGJF7ufot5XcpPSnGD9mEF//V2KEaKb9L6SGbUlt/yCbED1GofqT8LqWHLLTFzzXXXKNmz56tlixZUh2EpUbKntT0uPhYELBVqY1Lyh7wYd2eCW3zq/9Z5RZS/kpND40yJh8kRvTiKDW/S9kTO3569Pz/LzUuKT3g0993Mdef/r2XW0j5XUoP4qfsH9sR4sdGpagDn4KFrQQ+NipFHfgULGwl8LFRKerAp2BhK5l8kBhho8TUxXjRTt2ZjmFMcIqkbgRT0zMInxj+8uVj/mqE7jhKkKCXsPQxN9BTT4wgmzesv1Kd/pYz1VXf2ZD92sLd23/94br/d526//77Sbz9z20sUY981COz8sZvbFT33POHrDyy3zx16BGHZuX8f67ECJK/+4xz1I9/+BP1ua9drMiXdfv53EWfV1d+/Rvq01/6VN7t9PemH/xQveWUt6mrv3vldF0TBfxiRI+67/zq5yMpPdQP1meedmp8kBjh9pfUvJDSg/nl9lUuSW1+kV3mfUtuq+834ocnBT7N8qH7zdHR0exP4vGW9KRS/kpND40O6w8fAeADPjwBXhozfmgdO/jgg9WPfvQj3ogd0lTXH/xihNt9MePH3atdkmr8LMY//LA7bHst4seJJhOAD/jwBHgp4gd8eAK8FPEDPjwBXor4CeODxAieV0Ua40U7dYLAraAuVdTlE8NfIQ9+tl+N0Ad2xhlnqLPPPluvUm1IjCCD6RcY/voFf61e/LIXqp/9+GfqDa9+s/r3f/337Ncd3nzaG9Sy7X+u4v7/uX97/ZvUVVdcnY3x1a97lXrbGW8pjZdLjLh7693qiMc+SV228WvqMY99TO1+Jq++Rp3+5jPVhuu/rh4y+yGl/ung3j/eq3bdbddK/UxWIDGiRztkfnH+kdJDfdRdf3T7pOxx6aG1hjZ/1q5dq3frLLv0OE9gBKnxQWKE21lSfpfSQ5amFj9kE178E4XqR8rvUnrIQsRP1U96DfjoNKplGx8kRhScbHwKqV9Jar6npodGDz58DIBPc3y6khhxxx13qNtvvz0Dufvuu6uTTz6Zh2pIU1s3pOyhYWJ+Gc42DsHHAGIcgo8BxDgEHwOIcQg+BhDjEHwMIMYh+BhAjEPwMYAYh+BjADEOwccAYhyafJAYYQDqdxjjRTv1aTqmnx02udSDVmp6BuETw18hfLhfjdB9qP+JjbYkRpz3vrXqj9vuVae/6x3ZULb9YZs6ZcVK9futv1efvOQTas5ec7L6L3/+K9mvS1zwmY+oZc8Y04edlbnECGrw/GNfqF77hlerZxz79Kx9nX7+9Kc/qZeduELd8/t71N9u/9Mghx5xiBrZbyTTl8r/kBjR80TI/OJ8J6WH+mjD+tzUi5wU+SAxwj0zpOaFlJ4U44dsQmKEPYak/C6lB/Fj95Ne24brl26vTzl2/DR1PZUal5Qe8gXih49I8AEfngAvjRk/tI514Rcj8C/+3TEUM37cvdolUtcdKT1kJfjYfZXXgk9Owv4NPnYueS345CTs3+Bj55LXgk9Owv4NPnYueS345CTs3+Bj55LXmnx22rZt2wO5MOb35s2b1cKFC2N2MSO6KVOdPtu5ifbXFT6iUDRldfnk/lq6dKmmbWaLmzZtUnfddZdXp/QLEnsd9Xs1e9ZctfTgE73OidVozf9+t3rEPo9Qp2xPJLB91n3ys+qfb96kPvDhc6fF9MsLb3zNm9Uv/uMX6tOXXqSuvOxK9a7Tz1afuuRC9ZSlT55upxf6JUa87n+9QY09fVQ9/28KHnX6ue+++9TX/+lydcnFX1I333izmrXHLPWUY56snjW+XB3/3GfrJjVSpsSIu/5rm7r24s0z3j+tZ/lcmfHOW9BhG/hce+212d9EH3QDsY47UuRDPDZs2KCaXPtzlnWvX/n5Xf8GH97D4AM+PAFeivgJ50P3Q8ccc4y68spm/8Qab/nMSBE/PGfwAR+eAC+NGT+0jj32sY9VN998M29EwtKYfBIetrdp4MOjAp80+Zxwwgnq17/+dWbc0Ucfrd7//vfzhjYkRfzw4MEHfHgCvBTxAz48AV6K+AEfngAvNeMHiRE8r4o0f3mIxIgKmqgVZuD6dpb7y7d90+3oJd7jlz9cHfqkQ5JPjPjY+R/fngCxRb3779eUsP33f/+3etvfnaquv+Zb6g/3/EF97mvr1GFHHlpqox/0S4z4Xy98lXruC/9ajT/veP00FdqPfjL9gsTPN9+mbvzOjer8D3xYnfD856iz3rtKbzLjZUqM+MXPf6XWvuULM943OgSBLhJAYkQ7vFr3+t6O0Q1uJfjwDMEHfHgCvNQWP0iMKJjZ+BRSlMCHjwHwaY4PEiN49l2QYn7xXgSfNPkccMAB6pe//GVm3HHHHacuvfRS3tCGpIgfHjz4gA9PgJcifsCHJ8BLET/gwxPgpWb84E9p8Lwq0hh/moE6MX/Ko9KxR4XUT8+lpqfNfFavXq3WrCknDthcOTY2pujPadB3W/6Uxmtfeor6q+VPUy84+aTKkD74nvPUxz/0j+phD3+YuvSKS9S8R86rtMkruMSIP9/3Z/X4Ry1Sl197mTrgMfvnp0x/h/QzfZJRuO1f/lUdt/R4tfH731TzRvY1pDN3iD+l0WON9YePORefpn76m6zF9Yv3GfiAD0+AlyJ+wIcnwEsRP+F86M/gzZkzRy1ZsoQ/eYfUdV32OllrlJoeMg3xoznIUgQfCxStCnw0GJZiTD70XPC4xz1O/fjHP7b0XK3C+lNloteAj06jWgafKhO9BnwKGiMjI2pqaiqrGB8fVxMTEwp8Cj62EvjYqBR14FOwsJXAx0alqAOfgoWtBD42KkUd+BQsbKU28EFihM1zTB0SIxg4hkhqApDamBsHhtl9D0PG1S8xgn4hghInKCEi/7QhMeKXU3eoscOepia++VV10MEH5aarBx54QP392R9Un//MJerTX/pk9j151TXq8xOfVfMf/ajpdnqBS4z45ob/p97++tPU9392g9p5552nTwvt59Uvea068+wznDY8e3Rcvf5tr8v+rMZ0JzNcQGJED3jI/OJcJKWH+mjD+kNrCL3EWbt2LYdlWjZsfKYH7lkAHx4U+IAPT4CXIn7AhyfASxE/4MMT4KWIH/DhCfDStsQP7VnRn9L4yU9+wg9oh1RqXFJ6yKw2PH95wdUagY8Gw1IEHwsUraoLfI499lh15513ZqOiP1t23nnnITFC87GtKOV3KT1kI9Znm6eKOvApWNhK4GOjUtSBT8HCVgIfG5WiDnwKFraSyQeJETZKTB0SIxg4hmjYb7y4pAh6ifmOd7xDUWLEbrvtViKXemLEtj9sUy96zkvUnnvuoS7+yqenExbuv/9+9e4zzlFXXvYN9elLP6Uec9CBiurOWfVedcXEhum60mC3H7gSI+hPXbzg2S9Sr3jtiu1JCyunT6vTz6GPOUK98pRXqJVv+btpPXnh17/6tTp68VL1pcsvUYsOeWJePePfSIzoIZdaN6T0kFXmhbNOcEjZk5oe8OkfDYgfnhH4gA9PgJcifsCHJ8BLET/gwxPgpYgf8OEJ8NKY8YPEiB771J6bpOyh0cWMHz5yq1KpcUnpAZ+qj8waxI9JpHwMPmUe5hH4mETKx+BT5mEegY9JpHwMPmUe5hH4mETKx+BT5mEemXyQGGES6nOMxIg+gDTxsD/Y2BIjKCEi/5MZLj4pJEZsvWtrluRAfwrj5a9+aebVP/7xXjV59TXqi+u+lB1ftP0XIfadt09Wvvvu36v3vvN96iuXfFV98gv/qI548hHqQQ96UCb77W9+q9759tXqqiuuVp/72jp1yOFLppMpfnXHr9RJx71InfrOt2X1dMKd2xMVvnH5Verzn/6Ceuro0eqDH/2A2mWXXQbqhxIj/nDPH7IEi6dt//Mfj3v8YxXN5c0/2axOf8sq9eAHP0hd/OXtSR5/UfwqRdbhDP4PiRE92K55EeoKKT3Ur3nhDLWF2kvZk5oeGhv4EAX3B3zcbEgCPuDDE+CliB/w4QnwUsQP+PAEeCniB3x4Arw0ZvzQc+5BBx2kfvrTn/JG7JDi+YLHBD7gwxPgpYgf8OEJ8FLED/jwBHgp4gd8eAK8FPEDPjwBXtqG+EFiBO/DihSJERUkzgqpCUAdxNw4cA7AIfAZl5kUoSdE5GpdelJIjKBfcfjP2/8zN3X6++ilT1HLnjmmTnj+c9RDZj9kuv61Lz0lS5rIK97zf85WJ774edlhnpSQy7684YvqCYufoH7xH79Qf3XUM/Pq6e9Ze8xSY08fVcueMaaefcJxpWSFOv2QYvpTGSte83L1sQ/9YzYuSvigz29+/Rv1vBc+V5121tvVnL3mZHVN/Q+JET3yrnkR6hcpPdRv29YfH1bgw1MCH/DhCfBSxA/48AR4KeIHfHgCvBTxAz48AV6K+OkGHyRG9PwoFc+p6aHR4fmUn6vgAz48AV6K+AEfngAvRfyAD0+AlyJ+wIcnwEsRP2F8kBjB86pIkRhRQeKskHqApA7aNrHzxAhbQkQOzMUnhcSI3MaufdOf4Zj6xZT6t9v+Xe0+a3c1f8Gj1MMf8fAkhonEiJ4bXPMi1El19Jx66qlq69atWVeLFi1SK1f2/oRL29YfH1Z1+Lj0go+LTK8efMCHJ8BLET/gwxPgpYifcD5r1qxR8+fPVytWrOBP3iGVup6mpoeGh/jhQwB8wIcnwEtjxg8SI3rsU1tXpeyh0cWMHz5yq1KpcUnpAZ+qj8waxI9JpHwMPmUe5hH4mETKx+BT5mEegY9JpHwMPmUe5hH4mETKx+BT5mEemXyQGGES6nOMxIg+gDTxsD7YUFLENddcM/0nMzQkpaKLDxIjSpiG5gCJET1Xu+ZFaCDU0TMyMqKmpqayrsbHx9XExERWNi+cobZQ+zr22PpJTQ/ZCD42TxV14FOwsJXAx0alqAOfgoWtBD42KkUd+BQsbCUbH3rWGx0dVZOTk7ZTKnWpXZel7KGB2vhUAPSpkLInNT3g08fx28WIH55RTD60ji1cuFD97Gc/443YIcX84jGBD/jwBHgp4gd8eAK8FPEDPjwBXor4AR+eAC9F/IAPT4CXtiF+kBjB+7AiRWJEBYmzQmoCUAcxNw6cA3AIpMbl0oPECAf4jlcjMaLnYNe8CHV/HT1tToxo6kUO+WWY1ufQOASf/sQQPzwj8AEfngAvRfyE82nqelrnvsU2Oik9pBvxYyNc1IFPwcJWAh8blaIuJp+uJEZcdNFF6rrrrsugzZ07V11xxRUFQI+S1HqYmh4aesz48UBbagI+JRyVA/CpIClVgE8JR+UAfCpIShXgU8JROQCfCpJSBfiUcFQOwKeCpFQBPiUclYM28EFiRMVtfAUSI3g+ulRqApDOYXrwQ2KEHkXDU0ZiRM/XUutGHT1IjKg334Zpfa5DCHx4auADPjwBXor4AR+eAC+1xQ8SIwpmNj6F1K9U537Mpjk1PWQj+Ng8VdSBT8HCVorJh9axxzzmMWrz5s22rit1qc6vM888U1122WWZvfPmzVNbtmyp2M5VpDYuKXtozDHjh2Nqk0mNS0oP+Ni8VK5D/JR5mEfgYxIpH4NPmYd5BD4mkfIx+JR5mEfgYxIpH4NPmYd5BD4mkfKxyQeJEWU+fY+QGNEX0XQDPNhMo7AWXHyQGGHF1flKJEb0XOyaF6EBIKWH+jUvnKG2UHspe1x6mnqRQ2NrAx+yM+Tj4hyiI28LPjkJ+zf42LnkteCTk7B/g4+dS14LPjkJ+7eNT1PXU6nrjpQeImbjYyfprpWyJzU94OP2eS5B/OQk7N8x+SAxosdcXzc2bNigfvjDH9qdsb32gAMOUM973vOs8p/85Cfqox/9aHb+Ix7xCPXsZz9bvfSlL1X53qD1JEulbo8u/vjHP662bt2qV5XKY2Nj6ogjjijV5fFDf8L1M5/5jPqXf/mX7M+nvPzlL1fHHHNMqa3rwGWPq72rvkk9v/3tb9XHPvYxdcMNN2QMH/e4x6m//du/VQ888IBavHixy2T1hz/8QV199dXq3/7t39Sb3vQmazt9XK5+Fi1aZD1XryQ9t9xyi7r++uvVd77zHfXnP/85i7UVK1bozfqWdXv6Nu7TII+fPs1YsZQ9qemhQcfiU2eu53y+973v1Z7rNKZcz2677UaHlU+IbTqf+++/P7Pr8ssvV3feeac65JBD1Bvf+EY1f/78Sh96RT979LZcOQU95vpA14kzzjhD9VsfuHXINi7681jkpx/96EcZkkMPPTRbv6g/1yfX8+AHP1hdeeWV2Rr03e9+V+2zzz7qNa95jXrqU5/qOrVUn+txxU+pcZ8DPX76NHWKpexJTQ8NGHycbs8E4AM+PAFeasYPEiN4XhVp/vBDN9pSCyh1Yjqm0rFHhZQ9qekZNj5IjPAI9g42QWJEz6lYf/jgdvFp6kUOWYvrF+8z8AEfngAvRfyAD0+AlyJ+wvk0dT11Xd/5EVSlUnpIM+KnylevAR+dRrUMPlUmek1MPrSOpf6LEZSk8KlPfSpDcvDBB6tXvepVOp5s/bngggvUV7/61ax+zz33zF7+lxr1OdDXw1e+8pXq+9//vqIXSeaHXjLRi6X81yl0+be//W119NFHq+c85znqhBNOUHfccYd63/vep4499lj1hS98ISg5QrdH72PvvfdWhx12mKJv80Mv7+nF/Vvf+taSiOLn2muvVW94wxvUm9/85uwF3A9+8AN1/vnnq3/4h39Qf/d3f1dqbztw2WNry9U1pYcSDY477rhs7OSbXXbZRV188cXq5ptvVh/84AfVW97ylorZX/nKV9S6deum4+pJT3pS9qKw0nB7RT6um266ydnPl7/8ZWdCDem899571emnn67OO+88ddJJJ6mnPOUp6i/+4i8UvUg966yzbN0663J78heT1Pe3vvWtSntK8jnyyCPV4Ycf7ozPq666StGL7BtvvFH97ne/U0uWLFF/8zd/o7Zt26ae8IQnKEowyT8U5/RS3vzQi1ZaZ2hcND/rfsxxzaSer33ta4qSi+hDMTQ6OpqV9fWZGH3+85/P6mmevuQlL8nK/f5nG1eduU56KDGL1oC6c51stdmjjyHEtpwPvRc58cQTsyQjinNaR//pn/5JrV+/XtHL96OOOkrvolTuZ0+pMXPQtB7bOkTJC5RQ51offNYhc1wUA7Suv+hFL8qS3+haRNdQSqqjtZ/mve1Den75y19m59L17AUveEG2PvzqV7/Kznnxi19sO61SZ9qTN3jve9+bJcTkx/S98847Z+syrXcHHnigLsrKefzQuvLhD384u97TekJJNXRN+/rXv65e97rXqd133336XHMdogQz+syePVsddNBB2fytsw65xjXdsWdBSg91l/Px7NraTMqe1PSAj9XdpUrETwlH5cDkg8SICiK+AokRPB9dKrWAkk4zcPV+fMtS9sTWg8QIX492qx0SI3r+jD2/6kRNG9afpl7kEM828An1u1Qcgk9/8ogfnhH4gA9PgJcifsCHJ8BLET/gwxPgpYif5vjQcwG9jKBfEfD5SN33huj56U9/qt797nerz33uc5mJ9C+NH/7wh0+bS/HzzW9+M3sZSC87Vq9ebX3RPX2CpaDbQy/J6WXvq1/96krLU045JaujF0/6h176PepRj8p+HWLVqlUqfyF9++23qyc+8YnqwgsvzF4K6+dwZd0evR39sgG9eKUEEfNDL7vOOeec7GWYLqMXR8cff3z2L4Cf+cxnTosouWN8fFyRjWQ793HZw51jk+l6LrroIjUxMaHOPvts63hs5+d1up68jvs+99xzsxf/9MKYkg3yD/nx7W9/u7rrrrvUX/7lX+bV2Tf90sd+++2XJbpMTU2pD3zgA30TIyjZhOaUrZ/TTjstS3Iw+6HOKH7o10UoIYde6j3taU8r2RJ6YPK54oorsl/LoF+hyGOY/vU+/ToFvZh+7nOfm8XoXnvtVeqKXthSrC1cuDBLhth///2zpKAvfvGLWbtPfvKT6hWveMX0OZQ8QC9e16xZk/0L83333TeT/dd//Vc2R+nFLPmcewk+rcxSMMdlaeJVVUfPN77xDfWud70rSzChX2XJE0D06xfNM5pv9K//aR0irj4fmz115jolblGyCv1r/7pzney12aOPI8S2nM9nP/vZLPZoPac/d5R/Tj31VEVxQ79w4Pr0s8d1nllv00PzgdZr+tWGhz3sYeYp1mObHmtDo9K2DhEfSkJwrQ8+65BpDyU00LykpLz8Q/OdEnX+9Kc/KUq2sH3oT1BRwsFjH/vY7Hr7yEc+0tasb51pT34CJeJRIghdp5/+9Kdn1ZQQRgkjlLhF6wb5QV+jic+mTZvUy172sizJ44UvfGF23qWXXqomJyezMv0pMEq8yj/mOjR37txMROsPzWNa7+usQ65x5f36fkvpof7y+eXbt62dlD2p6QEfm7fLdYifMg/zyOSDxAiTUJ9jJEb0AaSJpRZQUmkGrtaNd1HKnth6kBjh7dJONURiRM+dsedXnaBpw/pDD+kLFixQvj/JKcWZeLaBT6jfwYcnBj7gwxPgpYgf8OEJ8FLED/jwBHgp4gd8eAK8tC3x04bECCK9cePG7M8ePPShD83+tec73vGOaQfQv/qnf8G9fPlydd1117Ev2KZPMgq6v+gldb6Xpzf7n//5H0Uvji+55JLSCydqc9ttt2UJJvQva/fYY4/pxAiS0b/cppdRH/nIR+jQ66Pbo59AL7foX9ian/yFKP26gPly+z3veU/2L7PzF7n6uY9//OPVO9/5TpW/bNJletllj97Gp6zrIVbEhhJe6F83kx22X8Kw6dX12OS+dfSrB7NmzVL0spb+JbHrQy/a6Nc/KLHA9ulnT79+6BdP6AUtvRymZIw8scbWl0+dzZ4vfelLivqhJCL984tf/CL7JQvaH8gTHnI5veinl5Q0fv1DLyrp5biZGJG3oflDMZkn8JA99K+2aR+CfoWD5gvNE+5D7YgbfehPLdD8to2L0+GS1dVDiRE0LuJEL3LpX7nn+xvkO3qhTHssNLYPfehDru4r9TZ76sx18getM5RgY3585zqdZ7NH1xdiW86HfumH5jclb+mf3/zmN1miG8XhyMiILpou97NnumGfgk0PJfK89rWvzdYAejFP83DXXXdlNdn0sCcwQuJDL/UHWYd87aFfFaI/A3X33XdbLXr+85+fzU26VtCv6tT9cPasXLkyS4yhBAj9Q8khz3rWsxQlj+TJWySnX2GhX7X59Kc/nSVH6OdQkgX5zkyMyNvk69CjH/3orIrWVVqHKAnFdx3KddE3Ny69Xb+ylB7qJ59f/frk5FL2pKYHfDiv92SIH56RyQeJETyvijR/mKIHK6kFgjoxHVPp2KNCyp7U9AwbHyRGeAR7B5sgMaLnVKw/fHCDD/jwBHgp4gd8eAK8FPEDPjwBXor4AR+eAC9F/IAPT4CXDlv80J5V6r8YQR7LEyPo1wXoZ7P/8z//Uz3oQQ/6/+ydCbgcRdX3C5A1QAKSGBI+EiIiIiQsL+JCICgQFkPgRRQDSAKCYkAW2QQkQQUFZIkiyqIBzIuyQ8jLZmQH2ZQ8CQKyJSAJOyQseZGo8/W/JtVTXVV9umduDbfn3n89T9JV53SfrvrV6Zo7U6erdGdi6wFMWmNrhMMOO6zLgRF5HmK2ysBkrTtx/frrryu8lYo3bhGYYOsxEdSvX7/MhCDeWL3lllsUgi2QMMFqJm/wBj/sIeFNfWzPUZQwmYQJb7wN6yZM0F588cX6d0RXh2AA6O23y91zUG7nc4FJuKOPPloHtaAf0Yf2sujtrA+2X8FE4XvvvSfes6uBEUX3wYQxfHvffffVzbX9J9T+Ilmov/ICI2Br3rx52v+wbYZ5kxvy1VdfXW+5EnqhAkETqC+W63eTmZC0AyNwDiZbMfmNVTG2224797JMGedhpQ4krGyCN7xD7cpcVLLQqh0ERmAiH4EBCOxBkJT5fR5BPqgvVojBChldDYzIa4r0rGMlAGy7gu2H3BR61p955hn14IMP6lOxkgn6FBP0WJUH45MJwsI2MnnbL9j3CdXN8MHKEEhnnHGGfYneugErSGCbFoyTodRqf7m28uygP/F8YBxCOvvssxWCBMycTlk77nllyuDz3HPPdWkcymuXe3/4KIKa3OAonIdVo/B5g0AEbK3TlSTVJy8wAvdDH2ArK/gltloxMqyAsWTJEm9VHwQc4nMXwUoIKHOTGYfMZ6sZVxEcUXYcsm1K7bLPK8rHsoP7mOer6J6SPlZ9qmaHfKRer+voPzIjlw8DI2RentZ8iDIwwkPjCWINoDDsOq53sxKCWPVptx0GRpTozB54CgMj6p3a7uerFdfpTeMP+cT1Q1ij/8heRT7kIxOQtfQf8pEJyFr6D/nIBGQt/Yd8ZAKytp3+g9+sMOGFiYgyqbu+f5nAiMcee0xhee8pU6akE7JbbLGF3rt+66231ttfmCXZsaS9yUttw+QfJl7cgAb3mu9///t6AguToaGE4AJs8fGzn/1MvxGLyTYEKmA5c0z+Y/l9kzA5tddee+k3XbHsPibFMfmLQAnIMZGOhDdbESxQlPBG7QEHHKBX1XDPxcQnJjYRQII3cbE/O/oR2z7g7W1MgkImJanf8XvnRRddpN59913JhNZhYgqT7GaCylwAGwg+wBYUsIOJSexnbyZmzXnmKNXHnCMdMQmLpdgx0T1y5Mh0m5a8a1oNjLDvg20VwNxNCPLBViaY+MO/d955R2+5gYCl0LYb7vWhcoiPFBgBG9gCBm9e2/6NZ2vbbbfV/eHeB0vgIzgp1EdmQtINjMCb+AMHDtQrTWDrEClVOTACzxG220FACYKcsKIFxg+sWIPl/U1gRNlnA/2OIBT7Tfk8NtKzblZfKPusm+0t4HM77LCDwtYy+DzAOHvEEUfoCXRse4A380MBMG4dQ3Uzn18msAyT8giKgY9g7MFEOYLNsLVPXgr5s3sugsnQHhNs5upRBmckrHaC1QncBJ/GihtY2QQrbIAjxk43lamPe02ojPHh3HPP1c9D3vhgX5c3DhXVByu0YAsmPONY7QSfMW5CsNLUqVP16kIYnxHkhwAC+HazSaqPFBiB+3zuc59T+++/f/pZhmdqm2220av1hPoCvpMXSGfGITcwAs9l2XHIbrvULvu8onwsO7iPeb6K7inpY9WnanbIR+r1uo7+IzNy+TAwQublaTEII2HQjTVAwJ7bMZA1m2LVp2p2wKE38WFgRLOe3zPOZ2BEvR85/sj+TD7kIxOQtfQf8pEJyFr6D/nI7piYpgAAQABJREFUBGQt/Yd8ZAKylv5DPjIBWdvb/Ae/WXVSYAQCHc466yw9kf2Xv/xFYRn0zTffXL388ss6COKggw5KgyEwqQV9UcLk7jHHHKMnp90Je/tacEIgQd4E4QsvvKAw2YtJRQQ54N5YHh4TbaEJTwQAYAsQTKwigMLsb4/l8PHW7DXXXKPfIrbrEMqbifXnn39et8E9B7+P4R6oExJWBMCS6kh4KxyrVRQl6bnA5Nnhhx+uJ/SL7GCLgTPPPFO/lR4694MPPtBBFghCwfLy6ENMirlJqo97rltGP+INbSRMEJ5wwglq0003dU/LlPMmJM1Jofq490HAgfmN2FyH4/XXX6+Xj0cwDCYEzaofmJDGNQisaTaF6lMUGIH74o1yvH1tEtq9++67q6OOOkoHH4FT3iSkuQZHMyHpBkZg4hrPKCaxjb/b19n5KgdGIDALqytsvPHGOoAHk7cIDsKzhiAnExhR9tnAZH7fvn3VeeedFww0MVyKnnX0O+qC1Q6QyjzrGFPxjGF8uOCCC/TWKQiU+O53v6vHCQSlIUinKOXVzf59HqtowO6wYcN0YAmC1xAYdvPNN+tgsrx7hPzZPRfP9I9+9CMxMMIETWAVHmzfk5fgn9iCCOMPguZ+8pOf6Dqb88vUx5ybdyw7PtjX541DefWZO3dupt7wUWxpEkp4xhEghwAZfB5iiyok9A+CKaSthlx7efXBeUWBEdhiA8EOYI8E/7nsssv084WtTuDTCEoqEzRmxiE3MAIrKJUdh3Qllv4ntcs+rygfyw7uYz9fRffN08eqT9XskE9ejzfk9J8Gi1DO5bNMMjjVQifGliFKFUv4dHoyfzBiUI+ZegqfmExsW72Jz/kzj1d9+/RX22y0p42A+R5OAIER/VcbrPba6rAPvaW96flqBS75yNTIh3xkArKW/kM+MgFZS/8hH5mArA35D340xdKt++23n3xxL9CG+PSCZpduIvnIqMin+/jgNytMGtiToXJtukd711136Qk1/EiJt2wxaYo3j7F9Bib9L7/8cnXvvffqSRecEzs98cQTCm/PY6n8vOXeEZyBbRkWLVqk37LHUvs33XSTfgsbE96hhN8KsR0B3jxHkAImxzE5jbenv/jFL4Yu8WS/+c1vFP7hjexQwvMFRpjIxTL/eBMaK1Y8/vjjun5dXTY9dM+uylDfb3/723r7BDC95JJLSk2ElbkvJj0feeQRhW0j8IY8gl3AXEroD6wEgtUAyib3PugjrILhJryNjy0Q4C/oGwSOYPUBtBn1+vOf/6zfcHeva7aMe2BCED4ZSnhuMCmKetgJ5+Pfrbfeqt8iRzAA3vhHMAy2QAgljCt4JjGhjhcFn3zySX09ZL/+9a/VN77xjdBlGRkCjMwb/ggawGR6dyf83ffmm29qX7j99tt1kBTY4PnGhO64ceP0Ci9giFVPYqeiZx33w+o0zT7rGH/Q91gdBKuaYPIadhCwgNVMyqS8utmf71iRALZRP6yug3EdfYtxD9vJVC1hJSUEryHAAMER8PlYyYwPCFjCag5544N9v1bGIawWgSBCrAiBI4IrQoFg+BzCNiroCwRGoJ8QqIZVi+DrCPRDYFtXE1YiWXvttbXdkC2MD9jOAzyQjP9g7EWQIY4IKhw1apQeh7D1ElaiCaUY41DIbpVkhk+V6lSlupCP3Bvk0xwfBkbIvDwtAyM8JB+KoDc92AyM+FBcqnI3YWBE5bokrVAnjD94iwBfQBH9/WGnTuDzYTOx70c+Ng0/Tz4+E1tCPjYNP08+PhNbQj42DT8f4oPveliCG5MFvT2F+PR2Jnb7ycem4efJx2diS9rJB+NYpwVGgA22XMAkDybvMKmEySs3MAJvQmM58KKEt0qxfHfe5AquxyoVmJC58cYbg+awbQaCDrA8O7a+WH755fV5ZrIZEzrmLW7XAPZJnzBhgn47GxM+WM2hzCoOxs5uu+2m3/g++uijjShzRAAJ3gbHRDvefjbJvL2PoBjzRq3RNXt84IEH9Fu+RddhYg3L7UsJQRHgjX+YQMUb+O16cQ4Tv3vuuaeeiENQQl5qZULStiXdB2/kY6URvAmN4AX7TWi8xY2AGwQUdDUVBUYgAAMBC08//XTmVvb4g8CgWbNm6QALPH944x+BEm4yv4WbiVRMhGJlF/ioxNm1U7WyHRiBgA9MMON3FQR+YMUWrDiD598OjIj5bBQ965gExzjUyrOOsXKXXXZRL730kp64RqAW+q1syqub8R9MzGO1CPi78QFMvMMnECABvwqtqFL2/nhbHZ8HZlUI6Tpsx1Q0piAo4uSTT9YruiBACcECeUFx0r2KdOCDfmv3OITPKIylWJUEz7E9zqCOCBDDv0mTJmWCFrDqCT6PsIrRt771raLmFOqLAiMQGIZAnV/+8pfalvEfYxj9a4I98KwhiAzBHngO3dRTxyG7nS4fW8d8I7CGLMIE6D9hLkbq8uFWGoZMyaP5UOdWGsXAYi25gzvhyyf2DOtKilWfdtvhVhpd6eXOvZZbadT7rt3PVyse0gnjDz6b8DYAftwrk2Jxxr06gU8ZJvY55GPT8PPk4zOxJeRj0/Dz5OMzsSXkY9Pw8+3m012fp7HaFcsOyPPz3fc/W0I+Ng0/Tz4+E1vSTj4Yx/AmNiYayqRY40azdjCZhhUEEOyAhOOGG26osCQ6JlDw+8/dd9+tl8c252CpdEy4FSUEROBNetjL20oDk/kHHHBAuu+5axMrEGByG5PKCIqw7aB+CE7AxHRewtYRmOQZMGCAntzDEcm2E7oWq2esueaaas6cOcEJalyDCT1MhCEQwk0I1sDb/3g7WEpSf+GtfizF//bbb0smtA6TWJhwNRPm9gXuNhp44x7fWUNJqk/ofEmG9iMoAW/856W8JezN+WXqgy0pttxyS+8+6BusgALfwRHJ9Dve1MZqBNimoJkUqk/RVhoIRMHy+a6fhMYfTLKOHz9e1xPbL7gJ4woCbtytNEy73PPLlkPtKnutfV6rdn74wx+qN954Q2ErDSSz7c3kyZP1hDJk9lYaZZ8N8MTWIhivlltuOZjxUpln/YwzztB9iCAENxU961i9BmMYfiP60pe+pLdPwNhSJkl1M/6DwAkEaGELAzshMKx///56C5C83/HL9BdWwcEKbpjIz0vgjIR2YgWYUHK30UAwDLa9sFOZ+tjnS3nDJ298sK/NG4fK1gf+CD9DQBMCu+2E8QGfAwgIWX311W2VwhYWGIPwOVkmSfXBPbDSTN54i2A4BDoaPzF8QvfFli9Y8QjPX2g1HjMOmcC/Th9/QgwkPqHzQzKpv0Ln58mqZgf1JJ+83qrLyac5PgyMkHl5WgzCSAyM8NB4glgDKAz3pgebgRGeK/UKAQMj6t0ca9xoxQ6+eNlLO5p9Fzth/MFnEwMjlGql30MDTCw7sN0J/hNiIMnIR6ITzw9xF/qPzJp8yEcmIGtD/tNdn6exxtVYdkAuxEcm6mtj1adqdsjH72tXQv9xiWTL7eSDcQyTBtifvUzqrufLDYxAXbFCBCZYMDkSCowo0x5zjtSuF198UW+b9MILL+ijucY+YksPTBBjewYkewIGk1AI6ghNbuO3QixVjuXDETyBI1YnQB6TcbYd+34mjwlQTDBJgS177LGHfrMdbwK76fjjj9dbf2BLCSlJfKTrXF3IDhhgwg+rgGDFDAREYJJr2WWXdS9PyyE7qbLJDN6ExtvToQl+YypvQtLoy9QHwS/YhiF0H0xEYisUMwFr+h1+j1UcQr5j7h06huojBUYgKGXrrbfWQRgmSAYBLLfddpuWhSasseQ+/McEItn1wLjSGwIjwBnP/l577aXfXAcDOzDCZiLlQ/3lnl/mWUewCrZ4+9GPfuRervsK2/yEnnWMoQhceO+999Rll12mnz9MoMPvsb1CUZLqZj6/sFUGVvcJbRGEbYoQwLX33nsHb1WGT/BCRyjZef/993WQHYIAsKIFAoXyVu6R7Di3LCwaPtL4YIzkjUPN1AdBfth+wt0GEFvXYOUkBGqtttpq5pb6iIAgfA5i258ySaqPFBiBcQ5bt4CJWd0WAY4IXsMzFkpYzQPBML/4xS88tRmHGBjhockIpP7KnFhQqJodVNc8XwVVF9VVa1es+pCP2O1a6foPAyOKmWXOwCCMxMCIDJZggQ92EEsqzOPDwIgUUa/KMDCi3t15z0WzztCKHbzNgS8NSIh8nz59us67H5xa2OR/rdQndIs8O/hsYmBEvAnpPM6hPimSdYL/FLXB1ZOPSyRbJp8sD7dEPi6RbJl8sjzcUrv5dNfnaax2xbID7vz8cr0vWyafLA+3RD4ukWy5nXwwjnVqYIShZPi4K0YYfZmjNB5iIhsTQtg6IC9BhzdXEaCA5efNxDbOx3YImFS68sorM5fj7WVMUF199dV6D3dMxkGGfeyvuOIKvbICth+Q0te+9jXdf1htIi8de+yx+i1wTLzby6djMmmrrbbSS6Rj8klKEh/pOlfn2sHS9+Bz3333qZ/85Cd6qX2z/Ll7rV127dg6N4924i3wgQMHuiodFIKtIDDxh+1M8lLehKQ5H/XBfTCxnHcf9OVJJ50UvM8+++yj3+Q+/fTTtUnjP+g7LCvv+o65b94xxEcKjMAS+Zi0xqoVmMBG+s1vfqMw6Rh6uxx6BPQgKOL6669HMZMwrvSGwAg02ow/BkC7AiPKPOvYhgBjB7bvKPusY7UHbKGBlSrQ19iSANtpYAUDrH5jZKZ9oaNUN8MHgRef+tSnlPFxY8cEnuE8MxludOYY8meja+YYsoMxF8+G2YoIgVlYXQM+nJdCdvLONfK8cQjtHjp0qN5qJm98MDbyxiG7Pgh+Qd3dVR9g49FHH9X3wdYvn/zkJ41ZfURwFLYYwWoo9uoL2LoCwRTf/OY31SGHHJK5Jq9g18c9Jy8wAkFxWAEK/odVS0xgHFaQwLiKYEEjMzbBFMEr8D8E1rnJjEMMjHDJZMtSf2XPlEtVs4PamvFHrrmsrVq7YtWHfOR+D/FhYEQxs8wZ5oOUgREZLMECH+wgllSYx4eBESmiXpVhYES9u/Oei2adoRU7DIxolnL9fP5hKnMjH/KRCcha+g/5yARkLf2neT6jRo3Sb+Gee+658sVLta38vREyXDU7qCP9J9RTDRn5NFiEcuQTotKQtZMPfrOqemAExjxsQ4G307FKxAorrKCDDwwhBCU8/vjjeiuNa665Ri+rjb3sm0nSuLrTTjspjPe4f17Cb35YmQGTfJdccone1gKTNtjPHZPL2GoDb0WbtHDhQi3HubfeeqsOWl9xxRW1+rXXXtOTUAi8v+eee/TEjzshhBNRZwQRIKgg781mnAcbmOjDBBMm/TDxhMlQBGBgRQK8KRzanx3XmiTxMeeUOdp28KY9VkNAUMbJJ5+cTsg3a6fofARfIADk0EMP1ZOfQ4YM0Zc88cQTerl29AW2kIBf2QlbJmCyDgmrJ5x//vnpyxB4brBaiZl8RrvQx9hSJO8+mHg0/mvfB3n0OQI0MDGKLVvQr3gLf9y4cerhhx/WQTfuNVLZ5ozzMLE4depUvRoAJoGRMOGJ+kybNk2vdIJtO/BmtkkIjMBkKAJ2sFQ9tlfAVijY+gAsENAC/8GzYRJ4gdvQZKIXfm0mX+Hb8DET8GHOb/botqvZ6835rdiBn2DVFTw7WJGhX79+uk1mfDZtx8TyK6+8ot9gL7sVRVF9oC/zrCOgAat74MWdMs86VgrCm/ivvvqq9gFsJ4SEbTWwtzrsINALgTno01Aqqpvh8+CDD6rPfvazekxEIA6eHQTWwMexUooU/FPEJ1SvkCxkByvG4JnAShGY+MfWSkUpZKfomrxxCIFF2NYjb3woMw6ZlWzxfGGlC7QF/xDsBT/F5xPGMKwoAt7nnHNOsLozZ87Un2MIhsFYhjrhcw/b6yDoL7QFUshQHh+smINgQARf4fMHCb6G+1100UW6jDpg1ROT8LkFPeqNvsLKNhir4bMIHMPfBgj0wHhsknkWzThkxnzcFzxaTXntatZeLDu4r3m+mq2DfX6s+lTNDvnYvRzO03/CXIzU5cPACEOm5JGBESVBJafFGkBxR9dxy9eicWas+rTbDgMjGn3Wm3IMjKj3drufL8mnGBgh0cnX9abxOZ9CvoZ88tlAQz7kIxOQtfQf8pEJyFr6D/nIBGQt/Yd8ZAKytp3+g9+sMHkwd+5cuRJLtd3x/QuTkXij306oh5nACunRHrSrbJLahckUrEZhJnnzbGLCFJPil19+uRowYICeuMHx0ksvVQiusJOZ7DEyTEJjQhwJb/piaXuT8ibGEQwyevRo3Xdmgt5cYx/hP5iYRhACbOGtYARwYJISgRlF7YItiY99r6K8bWf+/PnartmSsuhaW2/bseV5eQTPYBINk/9YJh4TiJhY23///fXkIVZTdBMma6UtZjChOXbsWH2ZqQ/6JO8+mPxca6213NukZfgYJozRN3gu4QNYxSFve4H0wkDG1McEIuAtbQQzuAlv6COgBytWfOITn8ioEWSE1QcwCYmJUaQNNthAT5jDh7B0PVYVsBMmXuHvbsKKBFgZxdTH1Zctu+0qe517Xit2MFGMICOTdt55Z3XTTTel30/xfCHYx6Rhw4aJW9yY83Asqk/ZZx12EGxw8MEHFz7rmEzHdhn2WIP7YFWHWbNmqc022yytIp4ZTGqHxpmiutmfX5jgxjiHZ8+MkSibII70hk6miI9zem4xZGfOnDkKv+2VDWKB8ZCd3JtaCmkcyhsfyoxDO+64o74Lni+sgHHxxRfrAAkEtxjOOAGr8mBlBawEEkpoF1ZHOu2007Qa/YRnHf2Wt5pHnh3I3ec9ry077LCDDsLZd9990y1pjF0EROAzCgGAZqsqPFsYm7HCBMY1t25545C90q+x38yx1X537xHLDuzaz5d7n7LlWPWpmh3yKfYA+o/MyOXDwAiZl6dlYISHJFcQawDFDVzHzb2poIhVn3bbYWCE0Ik9WMXAiHrntvv5klwIb1YguhkJEcj4UQqpE8afO5Ol6RApvemmm+o6F/0Xi3On8Cni4erJxyWSLZNPlodbIh+XSLZMPlkebol8XCLZMvlkebgl8nGJZMvkk+XhlsjHJZItdwqfTgiMyJL1S/j+hTftZ8yYoZV4cxST7s0kqb/wtq35ba/IJuy8/PLL6vnnn9cTbXgD212JoMgG9FJ97OvL1M18P8WEGSaTUDcEjWClkNBKFLZ9ky9bH3N+3rG77eD+WCEDk8KYbMPEsOGTV+cycrddofuUtYPJTFy/ySabqD59+pS5zDvHrY93QhMC8IGvYMIdE6XwHQSzmBVOypiKVZ+q2UHb2+E/IaZlnnXDB33T6rOOexs77sR2qF6QSXVz+WDFEfgSAi0wPoa2nnHv02x93OtNuSp2UA8zDmEsCgVmmTqXOea1C8F6CPxAYAvGu6JtiowdfGZhBRz0/0YbbRQMiJHqZeyU9R/Jlu0/WIkFq0OAGcYkBEiU+WyOVZ+q2QE3m4/EUdJVrV2x6kM+Uq/XdfQfmZHLh4ERMi9PawZo/JHAB9vDkxGQTwaHV8jjw8AID1WvEDAwot7Nec9Fs04Qyw7u635wNlsXnB+rPlWzg7aRDyjkJ/LJZwMN+ZCPTEDW0n/IRyYga+k/5CMTkLX0H/KRCcjadvoPAyPq7Kv2vSlWfdC6dvqP7Lm+Nla7YtkhH7+PXAn9xyWSLZNPlodbIh+XSLZMPlkebol8XCLZMvlkebgl8nGJZMvkk+Xhllw+DIxwCRWUGRhRAMhS84uNBSOQzePDwIgArF4gYmBEvZPznotmXSCWHdzX/eBsti44P1Z9qmYHbSMfUMhP5JPPBhryIR+ZgKyl/5CPTEDW0n/IRyYga+k/5CMTkLXt9B/8ZoXV7+bNmydXYqm2qt8v8Gb9okWLdC2xTLi7tHZR46rWrlj1Qbvb6T9FXF19rHbFskM+bg/5ZfqPz8SWkI9Nw8+Tj8/ElpCPTcPPk4/PxJaQj03Dz5OPz8SWkI9Nw8+7fBgY4TMSJQyMEPFklPxik8HhFfL4MDDCQ9UrBAyMqHdz3nPRrBPEsoP7uh+czdYF58eqT9XsoG3kAwr5iXzy2UBDPuQjE5C19B/ykQnIWvoP+cgEZC39h3xkArK2nf7TUwIjRowYIUMs0Fbte1Os+qDZ7fSfAqyeOla7YtkhH6+LPAH9x0OSEZBPBodXIB8PSUZAPhkcXoF8PCQZAflkcHgF8vGQZATkk8HhFVw+DIzwEMkCBkbIfGwtv9jYNPx8Hh8GRviseoOEgRH1Xs57Lpr1gVh2cF/3g7PZuuD8WPWpmh20jXxAIT+RTz4baMiHfGQCspb+Qz4yAVkb8h9819t///3VJZdcIl+8VFu1z+VY9UHzQnxKQbFOilWfqtkhH6uTc7L0nxwwS8Xt5INxbN1111XPP/+8XImlWj5fMibyIR+ZgKyl/zT4DB48WC1YsEALxowZo6ZPn16530lQuXaOzw0a5XL0H5kT+ZCPTEDW0n/IRyYga+k/nc+HgRFyH3paBkZ4SHIFsQYI3KA3/WHKwIhcl+rRCgZG1Ls31rgRyw5q1QnjDyZw8OPnpEmTSj0nvY1PKSjWSeRjwQhkyScAxRKRjwUjkCWfABRL1BP5nHfeeeqpp57Srdxrr73UyJEj0xbPmDFD3X777Wl5tdVW059lyy67bCqzM+3kc+edd6rttttObbvttgr5MilWfapmB23vhL9/yvSRfU4szuRjUw3n6T9hLkbaTj4MjKhTjvW8V80OWtdO/zE+WvZIPjIp8mnwYWBEg0XZHP1HJkU+5CMTkLX0H/KRCcha+k/n82FghNyHnpaBER6SXEGsAQI36E1f/BgYketSPVrBwIh698YaN2LZQa06YfwZNWqUuuuuu1StViv1nPQ2PqWgWCeRjwUjkCWfABRLRD4WjECWfAJQLFFP5DN16lT117/+VSFAYp111tFBEiuvvLJu9Z/+9Cd1zz33qAceeEA9/fTT6pBDDlHf+973lPnOZaHR2XbyMYERCDKcPHmye+tgOVZ9qmYHje2Ev3+CnSIIY3EmHwHyUhX9R2bUTj4MjKizj/W8V80OWtdO/5E919eSj8/ElpBPgwYDIxosyuboPzIp8iEfmYCspf+Qj0xA1tJ/Op8PAyPkPvS05kc6TD7FegBwE36x8VBnBL2JDwMjMl3fawoMjKh3daxxNZYd1KoTxh8TGPHWW2+pfv36FT43vY1PIRDnBPJxgDhF8nGAOEXycYA4RfJxgDjFnspn3rx5ar311tOBEQh+OOGEEzItv/DCC9XMmTPVlVdemZG7hXbyYWBElnYn/P2TrXFxqZ3+U3x3/4xY9amaHbSU/uP3ty1pJx/8ZvX//t//Uy+88IJ9y9w8/ScXjVaQD/nIBGQt/afB57jjjlMLFy7UguHDh6uJEydG+109FmdUrp3jc4NGuVysdsWyQz7F/Ub/kRmRD/nIBGQt/Yd8ZAKy1vUfBkbIvDwtAyM8JLkC/uGVi0Yr8vgwMELm1lO1DIyo92zec9Fsv8eyg/u6H5zN1gXnx6pPnp3x48erSy+9VN1xxx0KQRJFKc9O0XUhfSfwCdVbkpGPRCeeP+Mu9B+ZNfmQj0xA1rbLf+6//341d+5cffO+ffuqL3/5yzqP4If77rtP55dbbjm18847K+iRTGAE9pPebbfd9PZP6667rtbhvyoERmCViFNOOUWdc8456ogjjkjrJmVifV5UzQ7a3C7/kXjm6cgnj0xdTj7kYxNgYEQ1n4tYzylax/HZ9ng/Tz4+E1tCPjYNP08+PhNbQj42DT9PPj4TW0I+Ng0/Tz4+E1tCPjYNP08+PhNb4vJhYIRNp0SegRElIC09hV/8ZFZ5fBgYIXPrqVoGRtR7Nu+5aLbfY9nBfd0PzmbrgvNj1SfPjpnMYWDE/+nuMUu0t9JXMfsLtjrBf5rllOeHzdohn2Ji9B+ZEfl0D59jjz1WnXnmmfrme+65p7rqqqv01hcIevjBD36gZs+erTbYYAN19dVXq0022USfZwIj/vnPf6q9995bLb/88uqKK65IG1CFwAisGIF/CDYcOnRoWjcpE2s8rJodtJnPl9Tz5CPTIZ/u5IPfrLBt0T/+8Y+iamg9xx8ZE/mQj0xA1tJ/yEcmIGvpP+QjE5C19B/ykQnIWvoP+cgEZG0n+A8DI+Q+9LQMjPCQ5ApiPQC4QW/6YY6BEbku1aMVDIyod2+scSOWHdSqE8afSy65RE2YMKH0W669jU+zgwf5yMTIh3xkArKW/tMz+Nxwww1q9913V1OnTtWBBGjV66+/rkaPHq0++tGPquuuu0716dMnbawdGPHiiy+qj3/84+r2229X2223nT6nCoERaWWbyMTy56rZAYJO+Punia7Sp8biTD7F5Ok/MqN28mFgRJ19rOe9anY4/sjPFvmQTzEB+Yx2js/ynX0txx+fiS0hH5uGnycfn4ktIR+bhp8nH5+JLSEfm4af7wQ+DIzw+02UMDBCxJNRxnoAYLQ3/WHKwIiMG/WaAgMj6l0da9xoxQ6W/H7ttdd0RUaOHKmDDFDoTeNPvRea+598ZF7kQz4yAVlL/yEfmYCsbbf/3HLLLXq7jPPPP18HSWy//fY64AErQbgr99iBESussIL64Q9/qFeMmDVrll49goERXPFI8uZW/q4L2YtlB7bb/XyF6p8ni9WuWHbIJ6+nGvJ2+g8DI+qcY/lz1ezw+Wo8R3m5dj5feffMk9N/8sjU5eRDPjIBWUv/IR+ZgKyl/5CPTEDW0n86n88yyY9RNbkZ1NoENt10U13Ej3hMJNAOAjNf+K3q26e/2majPdthnjYrSgCBEauv8FH1mYFjK1rDnl+tHXbYIQ2M2GabbdTPf/7znt9otpAESIAESIAEukDgkUceUd/85jf16hBf+MIX1KmnnqoDHVyTb7zxhvrSl76kHn74Ya1///331dixY/VqE1//+tfVNddcox544IF0iw73epZJgARIgATKEcBvVgMGDFC33XZbuQt4FgmQAAmQAAmQAAmQAAmQAAn0IgJcMaLJzuaKEeWBxYqcwh17U8Q3V4wo72M96UyuGFHvzVjjRit2Bg8erBYsWKArMmbMGIW90pF60/ijG9zkf+QjAyMf8pEJyFr6D/nIBGTth+E/zz77rPr85z+vXn31VTV58mQ1adKkYKXcFSNwErbb2H///dXTTz+tsDXHzJkz1ZVXXhm83ghb+Xw317rHD4OPe8+8cqx2xbKDepJPXm/V5eRDPjIBWdtO/8FvVvheg22LyqRY40YsO6gz+Jx00klqxowZugmDBg1S8+fPL9Oc9JxY9amaHTSwnf6TAiyZIR8ZFPmQj0xA1tJ/yEcmIGvpP+QjE5C19B/ykQnI2k7wHwZGyH3oaRkY4SHJFcR6AHCD3vTFj4ERuS7VoxUMjKh3b6xxoxU73EqjtUesN43PrRAiH5ka+ZCPTEDW0n+6l8+TTz6ptt12W72NxgEHHKCw8tKhhx6qTjvtNK9iocAInLTjjjuqddddV33mM5/p1sAI1A9p6NCh+lj2v1b+3gjZrpod1JHPV6inGjLyabAI5cgnRKUhaycfBkbUOVdtXI1VH7Sunf7T8NJyuVjtimWHfIr7jf4jMyIf8pEJyFr6D/nIBGQt/Yd8ZAKylv7THB8GRsi8PC0DIzwkuQJ+sclFoxV5fBgYIXPrqVoGRtR7Nu+5aLbfY9nBffmHhUyffMhHJiBr6T/kIxOQtfSf7uMze/ZstfXWW6sJEyaoc845Ry277LJqzpw5CttpHHjggeqss87SMlPDvMCIJ554Qm200UZq3LhxasmSJd22YsQRRxyhpkyZou644w41atQoU+3CY6y/N6pmBw3n8yV3P/mQj0xA1rbTf/CbVTMrLFR1/OGKEfk+1E7/yb9rWFNV/xkxYkS4wiWlVWtXrPqg+fQf2QnIh3xkArKW/kM+MgFZS/8hH5mArKX/NMeHgREyL0/LwAgPSa6Af7jnotGKPD4MjJC59VQtAyPqPZv3XDTb77Hs4L6d8ocFJp2OPPJINWTIEHXuueeKyHojHxGIoyQfB4hTJB8HiFMkHweIUyQfB4hTrDqf//znP+qee+7RwQN77rmn+tWvfqX69++vW4HABgQWjB49Wh188MHq9NNPV/369VP/+te/1AMPPKBGjhypnnrqKbXKKqvoSTvzveq4445TZ5xxhtprr726LTBis802U7NmzVK1Ws3pEbkYq7+qZget7pS/f+QeympjcSafLNdQif4TotKQtZNPTwmMuPfeexWC8JDwWYLPlGZSrOe9anbAoJ3+0wxjnEs+MjHyIR+ZgKyl/5CPTEDW0n/IRyYga+k/5CMTkLWd4D8MjJD70NOaH/Dwo1msDsZN+MXGQ50R9CY+DIzIdH2vKTAwot7VscbVWHZQq04af/AZNTRZBnzu3Lnis9Nb+YhQLCX5WDACWfIJQLFE5GPBCGTJJwDFElWdz0MPPaS22mqrtMYDBgxQr7zyii5PnTpVYUsNk8aOHauuv/56dfXVV+ugByPHEatLbLzxxlq0aNEitcEGG+hgiyuuuMI+zcu3g8/ChQvVGmusofB2KYIjmkmx6lM1O2DQSX//lO2zWJzJp5g4/Udm1E4++D6w9tprqwULFsiVWKqN9VzEsoNqtZNPKSjWSbHaFcsO+Vidk5Ol/+SAWSomH/KRCcha+g/5yARkLf2HfGQCspb+Qz4yAVnr+g8DI2RenpaBER6SXAG/+OWi0Yo8PgyMkLn1VC0DI+o9m/dcNNvvsezgvu4HZ7N1wfmx6lNkB8t/33XXXTowAgESeanITt51IXkn8QnVPyQjnxCVhox8GixCOfIJUWnIyKfBIpQjnxCVhqwdfC655BK9JcikSZPU5MmTGzcrkYtVn6rZQdP5+S47APmQj0xA1rbTfxgYUWdftXE1Vn3Qunb6j+y5vjZWu2LZIR+/j1xJd/nPscceqxAMizR8+HA1ceLED+13EpeBVO4uPqE6xXouYtlBHckn1FMNGfk0WIRy5BOi0pCRT4NFKEc+ISoNGfk0WIRyLh8GRoQoCTIGRghwHBX/8HKAOMU8PgyMcED1kiIDI+odnfdcNOsGsezgvu4HZ7N1wfmx6lNkB1toYDsN7PeO/dLzUpGdvOtC8k7iE6p/SEY+ISoNGfk0WIRy5BOi0pCRT4NFKEc+ISoNWTv44PNyypQpehsQBBg2k2LVp2p2wICf77InkA/5yARkbTv9h4ERdfZVG1dj1Qeta6f/yJ7ra2O1K5Yd8vH7yJV0l/8MHjw4XclmzJgxavr06R/a7yQuA6ncXXxCdYr1XMSygzqST6inGjLyabAI5cgnRKUhI58Gi1COfEJUGjLyabAI5Vw+DIwIURJkDIwQ4Dgq/uHlAHGKeXwYGOGA6iVFBkbUOzrvuWjWDWLZwX3dD85m64LzY9WnyM68efPUeuutp8zy5Xl1LbKTd11I3kl8QvUPycgnRKUhI58Gi1COfEJUGjLyabAI5cgnRKUhaxcffH5KKy01apDNxapP1eyglfx8z/a1WyIfl0i2TD5ZHm6pnXzwm9XAgQPVSy+95N42WOb4E8SSCsknRRHMkE8QSyoknxSFYmBEg0XZHP1HJkU+5CMTkLX0H/KRCcha+k/n82FghNyHnpaBER6SXEGsAQI3aOcPB7kNyFHEaleeHQZG5IDv4WIGRtQ7OO+5aLb7Y9nBfTtt/Bk/frzepx3HvNSb+eQxseXkY9Pw8+TjM7El5GPT8PPk4zOxJeRj0/Dz5OMzsSXkY9Pw8+TjM7El5GPT8POdwoeBEfW+i9VfVbOD1nXa91P/afIlsTiTj8/WlXSX/zAwwu2J4nKs5yKWHdS4u/wnRCtWu2LZIZ9QL2Vl9J8sD7dEPi6RbJl8sjzcEvm4RLJllw8DI7J8CksMjChElJ7APyxSFMFMHh8GRgRx9XghAyPqXZz3XDTrALHs4L7uB2ezdcH5sepTNTtoG/mAQn4in3w20JAP+cgEZC39h3xkArKW/kM+MgFZS/8hH5mArG2n/zAwos6+at+bYtUHrWun/8ie62tjtSuWHfLx+8iV0H9cItky+WR5uCXycYlky+ST5eGWyMclki2TT5aHWyIfl0i2TD5ZHm7J5cPACJdQQZmBEQWALDW/2FgwAtk8PgyMCMDqBSIGRtQ7Oe+5aNYFYtnBfd0PzmbrgvNj1adqdtA28gGF/EQ++WygIR/ykQnIWvoP+cgEZC39h3xkArKW/kM+MgFZ207/wW9WH/vYx9TLL78sV2Kplt8vZEzkQz4yAVlL/yEfmYCspf+Qj0xA1tJ/yEcmIGvpP+QjE5C1neA/DIyQ+9DTMjDCQ5IriPUA4Abt/OEgtwE5iljtyrPDwIgc8D1czMCIegfnPRfNdn8sO7hvbxp/muVMPsXE6D8yI/IhH5mArKX/kI9MQNbSf8hHJiBr6T/kIxOQte30HwZG1NnH+j5YNTtoXTv9R/ZcX0s+PhNbQj42DT9PPj4TW0I+Ng0/Tz4+E1tCPjYNP08+PhNbQj42DT9PPj4TW9IJfBgYYfdYiTwDI0pAWnpKrAcA5nrTFz8GRpT3sZ50JgMj6r0Za9xoxc60adPU4sWLdUWGDBmiRo8erfO9afxp5ZkiH5ka+ZCPTEDW0n/IRyYga+k/Mp8tt9xSrbPOOmrq1KmqX79+8sk52lb+3giZqpod1JH+E+qphox8GixCOfIJUWnI2skHv1kNGDBAvfLKK40bCjmOPwKcREU+5CMTkLX0H/KRCcha+g/5yARkLf2HfGQCspb+Qz4yAVnbCf7DwAi5Dz0tAyM8JLmCWA8AbtDOHw5yG5CjiNWuPDsMjMgB38PFDIyod3Dec9Fs97diZ/DgwWrBggX6VmPGjFHTp0/X+U4df2bNmqWmTJmiJ3xcfq3wcW2YcqfyMfUPHcknRKUhI58Gi1COfEJUGjLyabAI5cgnRKUhi8Vn3rx5ar311lMjRoxQ+LxsNcWqT9XsgAc/32WvIB/ykQnI2nb6DwMj6uyrNq7Gqg9a107/kT3X18ZqVyw75OP3kSuh/7hEsmXyyfJwS+TjEsmWySfLwy2Rj0skWyafLA+3RD4ukWyZfLI83JLLh4ERLqGCMgMjCgBZan6xsWAEsnl8GBgRgNULRAyMqHdy3nPRrAu0YqenBUaMHz9eXXrppTowAnk7tcLHvt7Ou39Y2Lqy+Vj1qZodtJ98ZC8gH/KRCcha+g/5yATytdJnZP5VvqZqnzux6oOW8vny+9uWkI9Nw8+Tj8/ElrSTT08JjLj33nvV7NmzNba+ffuqM844w0ZYmI81HlbNDhreTv8pBOucQD4OEKdIPg4Qp0g+DhCnSD4OEKdIPg4Qp0g+DhCnSD4OEKdIPg4Qp0g+DhCn2Al8GBjhdFpRkYERRYQa+lgPACz2pi9+DIxo+FBvyjEwot7bscaNVuz0tMAI8zbs0KFD1dy5czOPUyt8MgasQm8an61ml86Sj4yKfMhHJiBr6T/kIxMIaxcuXKjWWGMNteqqq6p33nknfFJJaazP06rZQfP5fMlOQD7kIxOQte30H/xm1b9/f/Xqq6/KlViqrer4c9JJJ6kZM2boWg4aNEjNnz+/VHvMSVVrV6z6oH3t9B/Dr+wxVrti2SGf4p6j/8iMyId8ZAKylv5DPjIBWUv/IR+ZgKyl/zTHZ5lkP/WafEkc7VNPPaU22GCDOMa60coqq6yi7272oY9VlZ7CJxYP105v4nP+zONV3z791UrL133NZcFyzyTwysLnVf/VBqu9tjrsQ29gb3q+JLiPPfaYWrJkiT4FbyUNGzZM5zuZz1e/+lX9g+IFF1yg9ttvP6n5Les6mU/LjW7iQvKRYZEP+cgEZC39h3xkAmHt7373O/Wtb31Lffvb31Znn312+CRKFZ8v2QnIh3xkArK2nf6D36zWWmst9cILL8iVqLAWfE444QR100036Vquvfba6tlnn61wjT/cqrXTfz7clrTnbuQjcyUf8pEJyFr6D/nIBGQt/Yd8ZAKylv5DPjIBWev6DwMjZF6eloERHpIPReA67ody0266CQIjmHonAQZGVLPfO3n8ufvuu9VOO+2khgwZop544om2AO5kPm0B4hglHweIUyQfB4hTJB8HiFMkHweIUyQfB4hVxOdjnz591BZbbGFJmbUJ0H9sGn6efHwmtoR8bBp+vp18GBjh8+5pknb6T09gRT5yL5IP+cgEZC39h3xkArKW/kM+MgFZS/8hH5mArHX9h1tpyLw8LbfS8JDkCrgUXi4arcjj8+77i+QLA9rHH39cbbTRRgFNedH777+vT15ppZXKXxQ4s2p2UMVO4rPqSn0DVH1Rnv/4ZxZLuNSSzKjT+WAf9VGjRikcTaL/GBLhI/mEuRgp+RgS4SP5hLkYKfkYEuEj+YS5GCn5GBLhI/mEuRgp+RgS4SP5hLkYaafwwW9WWDHitddeM1UXj7HaFcsOKtvp379CwMknRKUhI58Gi1COfEJUGjLyabAI5cgnRKUhI58Gi1COfEJUGjLyabAI5cgnRKUhI58Gi1CunXwYGBEiLsgYGCHAcVTtdFznVqWKsepTNTtoPH84kF2AfMhHJiBr6T/kIxOQtfQf8pEJyFr6D/nIBGQt/Yd8ZAKylv5DPjIBWUv/6T4+DIyos6/a7zax6oPW8fnqvudLvrOvjdXvseyght3lP7Nnz85sXbr++uurWO2KZac7+fjeo8gnBMWSxer3WHboP1bn5GS7a/wJVSdWv8eyQ/8J9VJWRv/J8nBL5OMSyZZdPgyMyPIpLDEwohBRegI/GFIUwQz5BLGkQvJJUQQz5BPEkgrJJ0URzJBPEEsqJJ8URTBDPkEsqZB8UhTBDPkEsaRC8klRBDPkE8SSCsknRRHMkE8QSyoknxRFMNMpfPCb1Uc/+lH1+uuvB9vhCmO1K5Yd1M/94dKtc5lyrPpUzQ75FPc+/Udm1F18Bg8erBYsWKArN2bMGDV9+nRO/MtdRT7kU0BAVvPzi3xkArKW/kM+MgFZ2wn+w8AIuQ89LQMjPCS5glgPAG7QXX+4hxoXq12x7JBPqJeyMvpPlodbIh+XSLZMPlkebol8XCLZMvlkebgl8nGJZMvkk+XhlsjHJZItk0+Dx6xZs1S/fv3U0KFDUyH5pCiCGfIJYkmF5JOiCGbIJ4glFbaTDwMj6phj/d5SNTtoXTv9J3XSkhnykUGRT4MPAyMaLMrm6D8yKfIhH5mArKX/kI9MQNbSfzqfDwMj5D70tAyM8JDkCmINELgBv/jlYtYK8iEfmYCspf/0Lj7z5s1TH/vYx3SjV155ZbnxJbT0HxkS+ZCPTEDW0n/IRyYga+k/DT7rrbeewuff3Llz0+AI8mnwCeXIJ0SlISOfBotQjnxCVBqydvJhYESdc6zfo6pmB61rp/80vLRcjnxkTuTT4MPAiAaLsjn6j0yKfMhHJiBr6T/kIxOQtfSfzufDwAi5Dz0tAyM8JLmCWAMEbsAvfrmYtYJ8yEcmIGvpP72HzyWXXKImTJigrrjiCoXlKxkYEe57fn6FuRgp+RgS4SP5hLkYKfkYEuEj+YS5GGkrfCZPnqxOOeUUtf/++yt8DprEv38MifCRfMJcjJR8DInwkXzCXIy0nXzwm9Waa66p3njjDXM78djKuBoyGMsObLeTT6jukixWu2LZIR+pt+o6+o/MqLv4TJs2TS1evFhXbsiQIWr06NHcKkLuKvIhnwICsjrW504sO6htd40/IVKx2hXLDvmEeikro/9kebgl8nGJZMsuHwZGZPkUlhgYUYgoPYEfDCmKYIZ8glhSIfmkKIIZ8gliSYXkk6LIZLCU+Gabbab69u2rnnzySTVw4MCMvpWC+4dFKzZi9VfV7IAF+cgeQT7kIxOQtfQf8pEJKGV/7mHFCGynYRL9x5AIH8knzMVIyceQCB/JJ8zFSNvJh4ERdcpV+14Qqz5oXTv9x/ho2WOsdsWyQz7FPUf/kRmRD/nIBGQt/Yd8ZAKylv5DPjIBWUv/aY4PAyNkXp6WgREeklwBv9jkotEK8iEfmYCspf+Qj0wgX2venMWKEdOnT88/saSGf3jJoMiHfGQCspb+Qz4yAVnb2/1n4cKFOhgQARHXXXed2n333TPAejufDIxAgXwCUCwR+VgwAlnyCUCxRO3kg9+s1lhjDfXmm29ad8zPxvpeGcsOatpOPvkkwppY7Yplh3zC/WRL6T82DT9PPj4TW0I+Ng0/Tz4+E1tCPjYNP08+PhNbQj42DT9PPj4TW0I+Ng0/7/JhYITPSJQwMELEk1Hyi18Gh1cgHw9JRkA+GRxegXw8JBkB+WRweIXhw4erOXPmqHPOOUcdccQRnr4ZgfuHRTPXmnNj9VfV7KB95GN6OXwknzAXIyUfQyJ8JJ8wFyMlH6W3zkBgBIIC3UQ+LpFsmXyyPNwS+bhEsmXyyfJwS+3kw8CIOu2qfS+IVR+0rp3+4/pqUTlWu2LZIZ+iHqP/FBHi8yUTIh/ykQnIWvoP+cgEZC39h3xkArLW9R8GRsi8PC0DIzwkuQJ+sclFoxXkQz4yAVlL/4nPZ/DgwWrBggXasL2agvvBKd85rI3VX7HsYBsN7Ok5ZcoU7w3acAvypT2RTyzOoEY++b5DPjIb8iGfYgLyGRx/yEcmIGvpP+QjE5C19J/u48PAiDr7WH/P59nBqkSXX365uvPOO9Xbb7+tPvOZz6jvfve7aq211gp2Puy8++676sILL1T33XefWnbZZdXnP/95dfjhh6s+ffoEr4HwX//6lzrvvPPUzJkz9TU77rijvm7zzTdv6ppvf/vb6iMf+Uh6TV670hNKZlqx85///EdvbXXCCSeo448/Xt8pzw7a/eijj6a1+exnP6tGjhyZlkOZWOPP7bffrh5//HF9iwkTJuT2bagORpbXLqMve4xlB/eLxQe2Vl55ZRxaTrHaFcsOGtJJfJ555hl15ZVXqrvvvlutuuqqarvttlMHH3ywWn755TN9YvPBOITfgVodh3D9V77yFeWOKZkbJoXXXntNnX322eqhhx5S+K0N1+y22276NLs+7nXNlLtiB/Xafvvt1YwZM9SWW26pb5vnz7/97W/VG2+8kVZtr732UkOHDk3Ldia2/0ydOlW9/vrr+lk79NBD7VsV5rvCxzYeyw5sxuZj17PZfKx2xbJDPsU9SP+RGZFPc3wYGCHz8rQMjPCQ5Ar4wZCLRivIh3xkArKW/hOfT28KjID/LFq0SA0cOFAGWULLP7xkSORDPjIBWUv/IR+ZgKyl/5CPTEDW0n/IRyYga+k/3ccHv1n169dPvfXWW3Illmpjfa+MZQfVgv8gWADfV5AwyYcV75pJseoTsvPiiy/qIHMEROyzzz56guyKK65Qf/nLX9Sf//xn9elPf9qrKq7ZZptt1Gqrraa+9a1vqVqtps4//3z1/vvvq0ceeURvf+JehACCXXbZRf3tb39ThxxyiL7m17/+tVpnnXXSSc2y13zqU59St9xyiw6uwDWhdrm2isoXXHCBQqAGvlPmTSiGbPz73//WQRo/+MEP1A9/+EN9Sl59MCF5zz336HPuv/9+Pbl66qmnhsymsljjz2WXXaYeeOABvfoUbDbrg6gQ2oX+QxAN0kYbbaS++c1v6rz9H7a++fGPf6xF8BFMImNCFAnXwM+QbM7uNaeccoo+p+i/WHzc+hTdN6TP6/fQuZIslh3co1P4IBjiy1/+stpwww0VJuoRbHXuueeqtddeW91xxx2ZgCvD57333lNbbbWVDqJodRx66aWX1PXXX6/cMcXuH7xwhPtgrILvYvW2s846S/v4iSeeGGX8wf3eeecd9bOf/UyV9X27jvfee68OsvrjH/+ovvCFL2iV/XzZ5x599NFpYMQ111yjrr76aj322eeYfGz/QfDYY489poNf8JnTTDL9jnbdcMMN6q677tKXjx07Vm277baeqYcfflj9/ve/1/IttthC+wmuQYAefA3jvZvca8xY5Z5nyrH5GLutHG0+rVxvrollB/bIx1ANH8knzMVIyceQCB89Pskf47lp8eLFNfyLkWbNmtVlM7Hq0xU7CdYa/iF1xY4Lo6fwsdtFPjYNP08+PhNbQj42DT9PPj4TW9IKn0GDBunxHWN8smJEao7jc4oimCGfIJZUSD4pimCGfIJYUiH5pCiCGfIJYkmF5JOiCGbIJ4glFZJPiiKYIZ8gllRIPimKYKadfPBdJgmMCN43JGzle1M77cA2+CSTMOl3M3xPaza1s11f/OIXa8mqBbUlS5ak1Uom+2vJG9S1ZPI8ldmZZMWBWhIYUfvggw9ScRIUUUtWQKh95zvfSWV2JnkTvJZMkteefvrpVDx//nzNZdq0aanMzpS9JgafDTbYoPa///u/Tf9unAR81JLtHGvJm9pp1cvU55hjjqklq0yk1+RlYj9f6IPkx/S824lytCtZ8aI2bty41J+TN+m9a5JJY63HvZB/4oknMtf84x//8Di713hGcwSx+eTcppS4TL+XMRTLDu7VCXySCXLtL0lwUQZPEiigx6AjjzwyIzd8DjrooNqoUaO6NA6BT9E4hDENY1sSiJHWA887Pp+SVS6izafMnTtX20T7mk3PPvtsLVnlp5asptpUfTDG33rrrbm3a4f/zJ49W38W5N40R2H6HWrUOQkA0bySFTKCV+y6665ajzZee+21mWuSQIlS1wRPsoTt4GOZbypr82nqQufkWHZglnwcuE6RfBwgTpF8HCBO0eVTn+F3TjJFPtiGROOID3H8QyKfBpdQjnxCVBoy8mmwCOXIJ0SlISOfBotQrhU+xx57bC1ZdlD/S5YrTc26H5ypoolMK/UJma+aHdSRfEI91ZCRT4NFKEc+ISoNGfk0WIRy5BOi0pD1Nj7J29G13XffXU9ANCjk53obn3wSYQ35hLkYKfkYEuEj+YS5GGk7+TAwok65Xd+bkrf09W+CmJBzk9Elb0e7qlr//v1rN954oyfH5NOwYcM8OQSYnEpWVPB048eP1xNcnkK4Bt91MSlmUgw+rQZGmDrYxzL16dTACLQt2ZajBl6YLP7JT35iN10H2CRv1tcOPPBAfY5R2tfAD2DHJATlhK4xeunYzvFHum9IV6bfQ9e5slh2YLcT+GAswfhgB1oZJghAgG/YyfAZMGBAcFK/mXHI8HHHFHO/V199VY+RyTZDRpQeky2AapMmTYo2n9KVwIi0UknG8LFleflODYxAe5KVNWpf/epXdf8kW6lkmogAEfz9gM+XZMuOVIdr9txzz6auSS8OZIz/BFSlRc30l2S0anZQV/KReox8ZDrk0ywfbqWRjPrNJG6lUZ4WlxKSWZEP+cgEZC39h3xkArI25D/JH+Dq0ksvVeecc458saP1lqJy9GWKofqUuc49p2p2UD/ycXspWyafLA+3RD4ukWyZfLI83FJv44N9lbHXO/Zrx1LCRam38Sni4erJxyWSLZNPlodbIh+XSLbcTj74zapv375q4cKF2ZvmlKr69/NJJ52k935HtZMVI1TyhnJOC8LidrYL21+stNJK3o0hx5Lljz/+uF5m3j5hk0020cu9//d//7ctVldddZU688wzFfa7txOWLscWIslklfrkJz9pq9Tvfvc79Y1vfEMlk+N6SwqjlK7BlhCf+9zn0mta5ZP86KyX0U8mlNRRRx2l9ttvP711yAorrGCqoTbeeGM1YsSItGwyf/3rX1WyEoIp6i0iNttsM10uU59kIlYzKbOVRrIqg95u5KmnnlJDhgxRWBY+CZ5Uyy23XHp/OwN22NIEy+o/99xz6r/+678U/q7ANharr766wrL7yYSofUmpvGkX+CcriuitBJJJR5WsAJMErsQAAEAASURBVKEMs+uuu07r0K+HHXaY+vvf/65tYzsEc83EiRNVsnKIfrahzLumTKXaOf6Uub99juGTt4WBfa6Uj2UH9+gEPngOk6AIteKKK3pYsPVBsgKqsrddMHySwByF5wfbItipmXHI8HHHFGMPW97sscceCltuYHsPO51xxhlq5syZelsHyFvtd3y+YWsg3APjELbcMc+TuV+yso/eVsSUzfHmm29W2IbGJDzna6yxhi6WqQ/GNozZoW0lYMTwQR5tTQIQVNlxCFudYIsU1BHje7K6h74PtmLCdh92n8J+UTL9btqFrYveeOMNhW2akgAWhS2gTEpWGVHYAgWfVa+88or6xS9+oVW4BmVcA25lrjE2Q0ebT0hfRua2q8w1oXOqZgd1JJ9QTzVk5NNgEcqRT4hKQ+bxkSIpYkVO4R49JeIpQamj5NAm8gGF/EQ++WygIR/ykQnIWvoP+cgEZG3If5IfjPTnW7KXqXyxo+0pn+92s0J8bH0zefKRaZEP+cgEZC39h3wMAbzdhO9pyY+VRlR4pP/IiMiHfGQCspb+0318MBYmgRFyBSxtrL97Y9lB1eA/yaRX7YILLtD/kgljq8blsrHq04yd0047Tb+pbW+xYWqLN/433HDDzLYYeEMXq0VgSwQ3YdUJ9CW223BTMmGudVjO3k7SNeYtbnNNM+2y74H6YNvJHXbYQdchCYKofelLX9JlyPDPXn3RvhYrJZhz8OY6VoAwqUx9yqwYgdWjsNUJ2GEFBtwTbz9jiwqsmPHCCy+YW6ZH9Nfee++tz8F2KOirXXbZRdvA2/dd3UoDbTOrP+ANf7T997//fXp/bMuSTFbXkgnt4IoRuAYrjiQvMRRek54gZDg+C3ASVSfzwZY+o0eP1m/92600zxeehyTYp0vjkOHjjinmftjmBz4dSklAjx7zTH1C55SRYWsJjCVJsJd+TrE9iBlbzBHPUyhhxQRzDsYJrL7RTH3KrBiBcSgJDmlqHEqCD/Tzj88EbIWCFTmwwgbKV199dZe30gALrP6A7UOwVQ/ablY3Qn1Rvueee2o/+tGPvBUjsDUKtgQqe02Iu5EZ/zHlVo7N9Jdkv2p2UFfykXqMfGQ65NMsH26lUUTM0eNDAP+QYg2gsMWBDxTyE/nks4GGfMhHJiBr6T/kAwL4ooMfUfEZ10xwBP2H/iMTkLX0H/KRCcha+g/5gIAdFIEf9som+o9MinzIRyYga+k/3ccHf8snb7jLFbC0sX7XimUHVetE/7nyyiv19yhMgIdS8pZubdy4cfocTNBjSwX0FT7DQsEPYIAJ+VCCDtcisMJO0jU4z74mRn91ZSuNE044oS2BEWD8iU98omYCQAwfbHOy88471zCBmrz5bMT6eNBBB9W23HLLWvJWdioHn+uvv14zA7fkLcNU10zGcDaBEbj2Zz/7mZ7wRD5ZRUPf4+WXX84NjMB5mNDedNNNkRWv0ScU/NeJz1dBk/j7fAIIfp2sOKIDb5I3/zPIjB/imKzyon2u1XHI9h97TDE3RGAUgg9CKVmVRdfP1Cd0TjOyrm6lgee+HYERGIcQQFF2HEpWgtDnH3DAAakvg1Gyko0OZgBn/Gs2uZxNYATs7LrrrrXjjjtOm0xWh9D3RyEvMAK2yl6jjeb8Z/tPzimFYrddhRfknFA1O6gm+eR01lIx+ZCPTEDWuv6zDAaBZHBte8KyQckfzW2/T7tvsMoqq+hbJNyi3qqn8IkKxTJGPhaMQJZ8AlAsEflYMAJZ8glAsUS9iU8Sea+X6sMSfckbWnppVAtFMNub+AQBFAjJRwZEPuQjE5C19B/yAYGDDz5YLzt62223pUtMy2TqWvqPTIl8yEcmIGvpP93HB79ZYen/ZKJVrkSFtZ3mP8mqAiqZCFTJm9LK3SrDYMay90cccYRK3vzVy9xjWXIsST5hwgS9/RO2zbDTnDlzVLISg17u3JYjDz7JJLlKAtsz22xI1+A6+IZ7DeStJiwpj62rsBR9s2ny5Ml6qfiibTFsuyeeeKLeSgPXhhKWSMZ2IViGftttt/VOeeedd/Q2HxdddFG6DD6Wkx86dKjC9+D111/fu+bss89W2NYFW51gi5BWE7Y3SN7U1n+vJEGcavDgwepPf/qT3hYl+Rlf/epXv9LbdWDLDLQDqZVrytSvu56vsWPHqtdff11XEdsCYFuFKqbu4tMVFvChk08+Wf+Gk7z1nxkXbLsxxiGbT2hMwe9I2GYjednGvrXOF41R3gUFAmzxsN566+ntIcx2EQWXZNTJyhYqCdJSSdBURi4VPvOZz6gkUEmPz6Hzpk+frpIVaPQ2SOuuu653SmgcwjU/+MEP1IMPPuht04S+xdYk2KIE41VXUrKqkd4OIwnOUkmwlq4n+hPPI8bXJKBD/fSnP9X3wdiH1Mo1Uh1t/5HO66068pF7nnzIRyYga13/YWCEzMvTMjDCQ/KhCFzH/VBu2kE3IR+5s8iHfGQCsra3+Y8JjsB+sdg7sSj1Nj5FPFw9+bhEsmXyyfJwS+TjEsmWySfLwy31Jj6LFi1qKigCrHoTH9c3ypTJR6ZEPuQjE5C17fQf/GaVrDSg9wSXa1FdbTv5xG71H/7wB5W85at+85vfqK9//eu55pOlyNXf//53ddVVV6k111xTn4dJYkx4JculqylTpmSu/dvf/qaSt5kVJtGWW265jC5ZBl1tscUWCpOMH//4x1OddE3y5rEOmHGvSS9uIVO1wIiLL75YT3KiP9Zaa61gi5JtWdS+++6rkm05tD5Z2l8hUOKmm24Knv/SSy9pxjEDI3Cj733ve+ovf/mLDrjAhCcCXe69916VFxhR9ppgIxxhdz1f8FXwREq2KtFBQk7VKlHsLj6tNj7ZPkP7MwKzEGyzySab5JqKMQ4ZPnljCp5DBIslK6549UDAxNe+9jX1/PPPe7pWBFUMjECwF8bzZCuM3Ca549BRRx2lBg4cmHvNtddeq5JtfqIGRiDgAuPO2muvrZKVa3SfILhECowoe01uwxOF8R/pnN6sIx+598mHfGQCstbzn2RQy02xlpTBDdylKnJvKihi1acrdhK86fJFXbHjNrOn8LHbRT42DT9PPj4TW0I+Ng0/Tz4+E1tCPjYNP1/EB0sSlk38/JJJkQ/5yARkLf2HfGQCspb+Qz4yAVlL/yEfmYCspf90Hx/8ZpW3BUOoVkXfC0LXhGSx7MB2p/jP+eefr38fxDYaUvrnP/9ZW3XVVfXWhe552KIB/bVkyZKM6rXXXtO2zR7wtvKPf/yj1r333nu2uCZdgyXd4Rvmmhj9VbWtNJLVKzTLJNikduCBB+b+u/zyy1NuySSg3logFSzNGD7JG/aaW8ytNHALbIOC/sB2BiYlK0TUwNQke/sN1AfPRdE15lrp2F3P16BBg3T90YYxY8boKhrOUn3L6GLZwb26i0+onUXtgn9ia4wBAwbUHnvssZAJLYOdhQsX6ufj8ccf985rZhwyfNwxxRjFFjTrrLOOKWaOGCvh80XtylwkFKq4lUYSdKU5S2MQdPY4NHr06FoSXJe21OUzc+ZMbTM9oWTGtWNvpQETuCeex2QVntSitJVG2WtSY4GM8Z+AqrTIbVfpC50Tq2YH1SMfp5OcIvk4QJwi+ThAnKLLR9ygKNYAgTq4N3bqVaoYqz5dsYMPDPxD6oodt8E9hY/dLvKxafh58vGZ2BLysWn4efLxmdgS8rFp+Hny8ZnYEvKxafh58vGZ2BLysWn4efLxmdgS8rFp+PnkTbNa8rahr2hBwu9fMjTyIR+ZgKyl/3QfH/xexcCIeL/X5X0uJ0up698GMQlYlJ599ll9brKFgnfqu+++q3XJG9QZXbLVhu7HG264ISNHIVkGXU+EugrpmmSlisw1ee1ybUrlqgVG3HHHHZpZshKDVO2MDsEIG220UUaGguGDCWM8U7EDI3CPZMuDGnzDpKLACNSp6BpjSzp21/i800471ZKVTvS/ZFsZXUXDWapvGV0sO7hXd/EJtVNqF3TJ9iT6uU7egg1dnspwbrKijPbl999/P5WbTDPjkOHjjinGFvR4ZhCo5aZDDz20Nn78+PT5cvXNlqsYGJGsmKHHITfYTWobghGOPPLI9BS333/5y1829bluDLl23MAI6BFo9+abb5pLakWBEWWuSY0FMsZ/AqrSIrddpS90TqyaHVSPfJxOcork4wBxiuTjAHGKLh8GRjiAior4cMc/pFgDKGy5HQNZsylWfapmBxzIR/YG8iEfmYCspf+Qj0ygrsUPecmetN6p9B8PSUZAPhkcXoF8PCQZAflkcHgF8vGQZAQ9jU+y3HWtb9++6VuGmca2UOhpfIAg1vc42CIfUMhP5JPPBhry6T4++L2KgRHxxkN3XEXwwfHHH69/F8SEkptCk47JkvP6/GQ5dPf0GmTor2Q5fE938MEH10aNGpWR4/7JHvc1M7GcUSaFvGu++MUvZq5x2+XaKVNGQMFll12mP3vKnG+fc8IJJ9TwZrVJZeqD83FdXsJqGMOGDaslS87nnaJX5ki2J0n1//d//6f7xl31w9QHKxvgmWpHYERaiaWZMoERRde4+lCZ43OISkPWCXzgwzvssINeYSS0qow7DsGfcQ18OdnmotHYpblmxiHwwTjkjinGKHR4DjHBbidMvmOsw73M82XrW8m/8MILuk0vvvhiK5fXku2KajfeeGNT9Rk+fHjt1ltvzb0fgrjR/kmTJuWeg6AJexy67777dDueeeYZfY3NB7/DYUWQZj7XzY1tO5C5gRHmPPtYFBhhn2vy7jVGHjp2wvMVqrckczlL5xbpyEcmRD7kIxOQta7/MDBC5uVp8UcE/iFx4PPwZATkk8HhFcjHQ5IRkE8Gh1cgHw9JRkA+GRxeoRU++FGuX79+talTp2bsuX9YZJQlC63UJ2S6anZQR/IJ9VRDRj4NFqEc+YSoNGTk02ARyvUkPpgAMt/DLrjgglBzm5b1JD6m8bE+B2GPfAzV8JF8wlyMlHwMifCxnXwwVmLbhrIp1rgRyw7q3U4+ZbmY89x2/fznP9efR3hbGhOS7j9MiIUm0U8//XTdL3YwBSbXMNl13nnnmdtljma7BdwTE52YxP/+97+v779gwYLMuaZQ9hq3Xeb6Zo5Ywj/Zo77297//Pb0M9UJ9d91118z2ILifzQrBC1hO3shQb/cNcwQ6GD2OOB/X2TKzNYipgJlg/N73vpd5C/rtt9+u/fa3v9UTlocddpg5XR+xKgf6AXoEsSBhm4Bx48bp8/FM3XTTTbVXXnlF65r5D+1+4403atOmTdPbC6Dubt9hOwSsGPL73/9en/OPf/xD/95sX/Pcc89pmbl36BqjKzpW+fkqqnuePoY/G9udwMesFPHwww9nngf414MPPpjOW5g2GT5nn3229vWujEMPPfRQ4Th06aWX6vtgCwgESuAZQCDF5ptvrsumPqZ+rR5hp3///npcMKse4H7YVgRjJcYBO+Ece/xAcNdFF12kt7bBGITn0F3pwb0GK+XgNzFjx70G/tPKOHTcccfp8ebee+9N55uw7QmCN7A1CcYh3BOre5RNNmcEWHz3u9/VW6/ADrZWsRMCNSDHyhUY+9Bn5hqUwafMNbbNUL4Tnq9QvSWZzVk6r4yOfGRK5EM+MgFZ6/oPAyNkXp7W/CAHBQc+D09GQD4ZHF6BfDwkGQH5ZHB4BfLxkGQE5JPB4RVa4YMvf3hTF5+Du+++u/6SBMPuHxbezUoIWqlPyGzV7KCO5BPqqYaMfBosQjnyCVFpyMinwSKU6wl88IMcJl3w2TNkyJAa3sLCWB8j9QQ+LodYn4OwSz4u3WyZfLI83BL5uESy5XbywXjJwIh4v9e546pZLcL8Nhg64rPKTZjMwlu1OB+T8PiHPLbFwEReXsLbzOZccy2WapdS6BpsM2Ent122rmwewQPbb7+9bgcCQkw9MXHo1hErPYRY2bKjjjoqc+tjjz228JrQChIIWsFkImyjXnjbGnkc8ca0/aa2uSFWjDCTj7gG5+PFgFdffTVtF/TNJnAOtR1BLiZdeOGFXjsxgWmzQd5M/OK60DVz5841JsVjO8cf8cYBZQw/hNlYdmCrE/gY/3Z9xC6jLSYZPliZ5qc//an2ra6OQ+6YYu6FI+5jj3eoF4IizJZBpj72Na3kYeeWW27RtnEPjD2GAZ5fbD1jpzLcMH7aCfU2NvOON998c3qJ8Z/Zs2c3NQ7hcwBjBfoFn+EI+MD9sP0IbJp7I0CsbLI5jxw5MrUBWzvvvHPGDALdzD1wxDjYyjUZo4GC4RNQlRbZ7Sp9UeDEqtlBFckn0FGWiHwsGIEs+QSgWCKXzzLQJQNeMCV/qGn5yiuvHNQ3I0wiptWIESOaucQ7N1Z9umJnmWWW0fUCtq7YcRvXU/jY7SIfm4afJx+fiS0hH5uGnycfn4ktaYVP8sOLWrRokTaTLI+nJk6cqPMcnxtkkz8iVLInpAKToUOHquTLsGbWEz7fG61U/Hy3YQTyrTxfATNaxOcrj0xdTj7kIxOQtT3Ff5LACP2Zc8kll6gVV1xRN5rfT8N9z/E5zMVIyceQCB/JJ8zFSDuFD36z6tOnj0om4k3VxWOsdsWyg8r2lM8vG7zhk7yNrJK3gLXq05/+tEomwezTgnlcO2fOHIW+xffU5M3dwt9X3WvM56e5galPVz9PYScJNFD4nrjGGmuoZGJSJcH05jalj7Hqgxsa/0lWZlBPPPGEWn755dWGG26oksCIwvokq1+oZMUGhb5JVktUMfjgplWxg7oYPsi3mmL1V9XsgEdv4JOsoNLyOJRs96D23HPP9G9yyYeSAGeVBAioj33sY3psWHbZZfXp7eh3PO/ou3XXXVd9/OMfVyuttJJUtYwuVn1g1PWfZsehZNUadf/99yscP/e5z3Vp7IjVrlh2QnwyHVGyEKs+VbNDPsUO4D5fxVf4Z1St32PVh/7j97Urcf2HgREuoYIyAyMKAFlqPtgWjECWfAJQLBH5WDACWfIJQLFErfAZPHiwwpcWpGQvUTV9+nSddz84tbDJ/1qpT+gWVbGTLGmuf/y68847vS9+oXoXyarSLlPPWPWBPfqPoRo+kk+Yi5GSjyERPpJPmIuR9hQ+ybKuOjAC7eL4bHo3fCSfMBcjJR9DInwknzAXI+0UPgyMqPdYrP6qmh20rqd8vptnC8dYnGGLfEAhP5FPPhtoyId8ZAKylv5DPjIBWUv/IR+ZgKyl/zTHh4ERMi9Py8AID0mugF9sctFoBfmQj0xA1tJ/4vNhYITMNE/LP7zyyNTl5EM+MgFZS/8hH5mArO00/0n2rdUNwhuaeYl//+SRqcvJh3xkArKW/tMz+PSUwAisEpQsg647JVlSXCVLlcsd5Ghj+XPV7KCZnfb57nRNsBiLM/kE8WaE9J8MDq9APh6SjIB8Mji8Avl4SDIC8sng8Ark4yHJCMgng8MrkI+HJCNw+TAwIoOnuMDAiGJG5gx+sTEkwkfyCXMxUvIxJMJH8glzMdJW+DAwwtBr7mj/YYG3evEv2c+xKSOt9FfoBlWzgzrafEJ1LiOrWrti1Yd8inuf/iMzIp+ew+fSSy9VWI1o7NixCpNheYnjTx6Zupx8yEcmIGvpPz2DD36zWmWVVdR7770nN2ipNla/x7KDauHz/aSTTlIzZszQtRw0aJCaP3/+0hqXO8SqT9XsoPX8+0f2AfIhH5mArKX/kI9MQNbSf8hHJiBr6T/kIxOQtfSf5vgwMELm5WkZGOEhyRXE+gKJG/DBzsWsFeRDPjIBWUv/IR+ZgKy1/WePPfZQ119/vQ6MmDRpUukAiVifF1WzA3I2H5lkvrZq7YpVH/LJ73Ojof8YEuEj+YS5GGkn8EFAxOTJk3VQHeqNzw6U8xLHnzwydTn5kI9MQNbSf3oGHwZG1Psxlj9XzQ5a1wmf7/LT5GtjcSYfn60rof+4RLJl8snycEvk4xLJlskny8MtkY9LJFsmnywPt0Q+LpFsmXyyPNySy4eBES6hgjIDIwoAWWp+sbFgBLLkE4BiicjHghHIkk8AiiUiHwtGINsuPnfeeaee0Lrrrrv0XbFyxOGHH6523333QC0aolj1qZodtND9w6vR6vK5qrUrVn3Ip9gH6D8yI/LpbD5YGWLChAm6Efvvv7/+/Bg6dKjYKI4/Ih7u0S7jIR/yKSAgqztl/MFvViuvvLJavHix3KCl2ljtimUH1cLnOz4juJVGuAv590+Yi5GSjyERPpJPmIuRko8hET6ST5iLkZKPIRE+kk+Yi5GSjyERPpJPmIuRko8hET66fBgYEeaUK2VgRC4aTxH7i/GIESO8ezQjiFWfqtkBA/fBboaLObdq7YpVH/IxPZx/pP/ks6H/yGzy+NgBElOnTlXjx48XDcV63qtmJ4+PCCOgrFq7YtWHfAKd7Yg4PjtAnCL5OECcYifwwfYZ+FcUEGGaxvHHkAgfySfMxUjJx5AIH8knzMVIO4VPTwmM4O8/xvP8Yyd8vvu1liWd8nzJrfC1sdoVyw5qSP/x+8mWkI9Nw8+Tj8/ElpCPTcPPk4/PxJaQj03Dz5OPz8SWkI9Nw8+7fBgY4TMSJQyMEPFklPzDPYPDK5CPhyQjIJ8MDq9APh6SjIB8Mji8wofFBwESWDXCTfPmzctMgsWqT9XsoN3uH14uizLlqrUrVn3Ip7j36T8yI/KpPp+FCxeqG264QT399NPqxBNP1G8xy7WWtRx/yEcmIGvpP+QjE5C1neI/DIyo92Os/qqaHbSOf//Izyr5VJPPtGnT0pVshgwZokaPHh1tJadYzymfL9l3yId8ignIZ3B8Jh+ZgKyl/5CPTEDWuv7DwAiZl6dlYISHJFfAP0xz0WgF+ZCPTEDW0n/IRyYga7vbf7CCBCbKsMUGAifwo0jfvn0rM2HW3Xzc3otVn6rZQTvdP0zdtpcpV61dsepDPsW9T/+RGXUXHwS/YYxHcNz111+fVvKll15SAwcOTMutZPh8ydTIh3xkArKW/tMz+OA3q5VWWimdcJRbpdLzsP1GVxL9R6ZHPuQjE5C1PcF/Bg8erBYsWKAbOmbMGDV9+nSOP3K3kw/5FBCQ1bHGjVh2UNvu+n4aIhWrXbHskE+ol7Iy+k+Wh1siH5dItuzyYWBElk9hiYERhYjSE/jBkKIIZsgniCUVkk+KIpghnyCWVEg+KYpgprv5TJ48We8b/Pzzz6f123fffdXvfve7tNxKJla7YtlBG9w/vHpCu8hH7kXyIR+ZgKztCf6DfeEnTJigG4o3AhEMt/feeyvkOfEW7v9Y/R7LDmrJz69wXxkp+RgS4SP5hLkYaTv5MDCiTjnWeFg1O2hdO/3H+GjZI/nIpMinwYeBEQ0WZXP0H5kU+ZCPTEDW0n/IRyYga+k/nc+HgRFyH3paBkZ4SHIFsQYI3IBf/HIxawX5kI9MQNbSf8hHJiBru+I/s2bN0m8TX3vttWq33XZTP/7xjzM3wxLsU6ZM0dtuYP95TKrhmJdife7EsoN6doWPaWes+lTNDvmYHs4/0n/y2dB/ZDbt4IMxe9GiRQpHrAqB4+GHH65X/7FrAx1WisCqQGbM5vhjE/Lz5OMzsSXkY9Pw8+TjM7ElvY0PAyPqvV+1fo9VH7SOfx/aT7ifJx+fiS3pLj4MjLB7oVw+1rgRyw5q3V3+EyIWq12x7JBPqJeyMvpPlodbIh+XSLZMPlkebol8XCLZsstnmcWLF9eyp7Sn9NRTT6kNNtigPcY/RKurrLKKvlvCLepdewqfqFAsY+RjwQhkyScAxRKRjwUjkCWfABRLRD4WjEC2nXzuvvtutdNOO3l3veWWW9Q222yTkWO1if/5n//JyFDAuW465phj1Jw5czLiTTbZRJ155pkZGQqhc/fZZx+13377eeeG6jpx4kSFpULtNHv2bHXsscfaIp0/44wz1PDhwzPyqrYrVNdW2oW/p8zfVmh4d/dXrHZlOrEL7TLPV1f9sGrtMny62i4+X0qF+taMG7GfL/tZNX2IPgiNnUZf5aN5vqpcx+6sG/nI9MmHfGQCsrad/oOxesUVV1RvvfWWXIkKa9vJp8LNLl018pFRkU81+Tz22GNqyZIlunLYRnPYsGFyRbtJS/+RwZMP+cgEZC39h3xkArKW/kM+MgFZ6/oPAyNkXp7W/CDIwAgPTVsFruO29WYdaJx85E4jH/KRCcha+k/38cGbyYjovOeee3QlECiBhEk4N4Dg1FNPVfjnptDn9ejRo1Ob5vyRI0eqW2+91RTTY+jcE088UeGfm8zfCLb84osvVuPGjbNFqpmAj6q2KxScwnYp7YMx/dCMP131w57aX3y+6sFEbqBYu8aNgw8+WK/cgx+zMQaPGDFCId+pyTxfnVr/dtebfGTC5EM+MgFZ207/YWCEzL4naNvpP+TTEwjIbaD/kI9MQNbSf8hHJiBr6T/kIxOQtfQf8pEJyFrXf7iVhszL03IrDQ9JroBLUeWi0QryIR+ZgKyl/5CPTEDW0n/IRyYga+k/5CMTkLX0H/KRCcha+g/5yARkLf2HfGQCsrZT/Ae/Wa2wwgrqn//8p9ygpdpY7YplB9Vyl7ot1RDnpFj1qZod8nE6OlCk/wSgWCLysWAEsuQTgGKJyMeCEciSTwCKJSIfC0YgSz4BKJaIfCwYgSz5BKBYIpcPAyMsOGWyDIwoQ6l+TqwvkLDmOm75WjTOjFWfqtkhn0Yf5+XoP3lk6nLyqXPANgD20o7rr7++VpAP/UcmIGvpP+QjE5C19B/ykQnIWvoP+cgEZC39h3xkArKW/tN9fBgYUWdftd9tYtUHrePz1X3Pl3xnXxur32PZQQ3pP34/2RLysWn4efLxmdgS8rFp+Hny8ZnYEvKxafh58vGZ2BLysWn4eZcPAyN8RqKEgREinoySf7hncHgF8vGQZATkk8HhFcjHQ5IRtMJn8ODBasGCBdrOmDFj1PTp03Xe/eDM3KhkoZX6hExXzQ7qSD6hnmrIyKfBIpQjnxCVhox8GixCOfIJUWnIyKfBIpQjnxCVhox8GixCOfIJUWnIyKfBIpRrJx8GRtSJV+17U6z6oHXt9J+Qv0qyWO2KZYd8pN6q6+g/MiPyIR+ZgKyl/5CPTEDW0n/IRyYga+k/zfFhYITMy9MyMMJDkivgF5tcNFpBPuQjE5C19J/4fBgYITPN0/IPrzwydTn5kI9MQNbSf8hHJiBr6T/kIxOQtfQf8pEJyFr6T/fxwW9Wyy+/vPrggw/kSizVxvpeGcsOqgX/efnll9Xzzz+va7nKKquofffdd2mNyx1i1adqdtB6Pl+yD5AP+cgEZC39h3xkArKW/kM+MgFZS/8hH5mArKX/NMeHgREyL0/LwAgPSa4g1hdI3IAPdi5mrSAf8pEJyFr6T50PAyNkP8nT0n/yyNTl5EM+MgFZS/8hH5mArKX/kI9MQNbSf8hHJiBr6T/dx6enBEacdNJJasaMGRrkoEGD1Pz582WojjbW71FVs4Nm8vlyOtspko8DxCmSjwPEKZKPA8Qpko8DxCmSjwPEKZKPA8Qpko8DxCmSjwPEKZKPA8QpunwYGOEAKioyMKKIUEMf6wskLLqO27hL+Vys+lTNDvkU+wD9R2ZEPnU+06ZNU4sXL9aFIUOGqNGjR+s8+dB/ZAKylv5DPjIBWUv/IR+ZgKyl/5CPTEDW0n/IRyYga+k/3ceHgRF19lX73SZWfdA6Pl/d93zJd/a1sfo9lh3UkP7j95MtIR+bhp8nH5+JLSEfm4afJx+fiS0hH5uGnycfn4ktIR+bhp93+TAwwmckShgYIeLJKPmHewaHVyAfD0lGQD4ZHF6BfDwkGQH5ZHB4BfLxkGQE5JPB4RXIx0OSEZBPBodXIB8PSUZAPhkcXoF8PCQZAflkcHgF8vGQZATkk8HhFTqFD36z+shHPqKWLFnitSEkiNWuWHZQR/xwyRUjQr1Vl7k/7Oafma+J1V9Vs4MWk09+v5OPzIZ8yKeYgHwGxx/ykQnIWvoP+cgEZC39pzk+DIyQeXlaBkZ4SHIFsb4g4QZ8sHMxawX5kI9MQNbSf8hHJiBr6T/kIxOQtfQf8pEJyFr6D/nIBGQt/Yd8ZAKylv5DPjIBWdtO/+kpgRF9+vRRixYt0iCXX355NXz4cBmqo431e1TV7KCZ7fQfB2NhkXxkRORDPjIBWUv/IR+ZgKyl/5CPTEDW0n/IRyYgazvBfxgYIfehp2VghIckVxDrAcAN+MUvF7NWkA/5yARkLf2HfGQCspb+Qz4yAVlL/yEfmYCspf+Qj0xA1tJ/yEcmIGvpP+QjE5C17fQf/Ga13HLLqX/9619yJZZqY/1uE8sOqtVOPqWgWCfFalcsO+RjdU5Olv6TA2apmHzIRyYga+k/5CMTkLX0H/KRCcha+g/5yARkres/DIyQeXlaBkZ4SHIF/OKXi0YryId8ZAKylv5DPjIBWUv/IR+ZgKyl/5CPTEDW0n/IRyYga+k/5CMTkLX0H/KRCcjaTvEfBkbU+zFWf1XNDlrn/rAre25YW7V2xaoP+YT725Z2l/8MHjxYLViwQFdlzJgxavr06SpWv8eyQ/+xPSWc7y7/CdUmVr/HskP/CfVSVkb/yfJwS+TjEsmWySfLwy2Rj0skW3b5MDAiy6ewxMCIQkTpCfzDIkURzJBPEEsqJJ8URTBDPkEsqZB8UhTBDPkEsaRC8klRBDPkE8SSCsknRRHMkE8QSyoknxRFMEM+QSypkHxSFMEM+QSxpELySVEEM53Ch4ER9e6L1V9Vs4PWuT/sBh22QFi1dsWqD/kUdHyi7i7/YWBEcd+4Z8R6LmLZQf26y39cNijHalcsO6gT+YBCfiKffDbQkA/5yARkLf2nOT4MjJB5eVoGRnhIcgX8wyIXjVaQD/nIBGQt/Yd8ZAKylv5DPjIBWUv/IR+ZgKyl/5CPTEDW0n/IRyYga+k/5CMTkLWd4j/4zWrZZZdV//73v+UGLdXGalcsO6gWf9iVu458yEcmIGu7y38YGCH3S0gba1yNZQd17C7/IZ8QAVkWq99j2UFt6T9yn5EP+cgEZC39pzk+DIyQeXlaBkZ4SHIF/ODMRaMV5EM+MgFZS/8hH5mArKX/kI9MQNbSf8hHJiBr6T/kIxOQtfQf8pEJyFr6D/nIBGRtp/gPAyPq/Rirv6pmB63jD9/ys0o+1eRz3HHHqYULF+rKDR8+XE2cOJFv/MtdRT7kU0BAVvPzi3xkArKW/kM+MgFZ2wn+w8AIuQ89LQMjPCS5glgPAG7ALza5mLWCfMhHJiBr6T/kIxOQtfQf8pEJyFr6D/nIBGQt/Yd8ZAKylv5DPjIBWUv/IR+ZgKxtp/8wMKLOPtbvUVWzg9a1039kz/W15OMzsSXkY9Pw8+TjM7El5GPT8PPk4zOxJeRj0/Dz5OMzsSXkY9Pw8+TjM7ElncCHgRF2j5XIMzCiBKSlp8R6AGCOX/xk7uRDPjIBWUv/IR+ZgKyl/5CPTEDW0n/IRyYga+k/5CMTkLX0H/KRCcha+g/5yARkbTv9B79Z4d9//vMfuRJLtbF+t4llB9VqJ59SUKyTYrUrlh3ysTonJ0v/yQGzVEw+5CMTkLX0H/KRCcha+g/5yARkLf2HfGQCstb1HwZGyLw8LQMjPCS5An7xy0WjFeRDPjIBWUv/IR+ZgKyl/5CPTEDW0n/IRyYga+k/5CMTkLX0H/KRCcha+g/5yARkbaf4DwMj6v3Yan8988wz6sorr1R33323WnXVVdXWW2+tDjjgALX66quLDvL444+rG2+8UY0ZM0ZttNFG3rlufebOnat+8YtfqEcffVQNGDBA7brrrmq//fbTQS3exY4AP+ziutdee03tvPPOauONN3bOaBRxztlnn60eeughNXjwYPWVr3xF7bbbbuIS/XnXNKw2cm67GprmcrHs4K7uD9/N1OTtt99Wv/3tb9XixYv1ZSussII64ogj1Ec+8pFmzKTnxmpXLDuoWFf4mIbFqk/V7HQ3H44/So9roTHL+J597Gn+w/HH7t38fNX6PVZ90GKOz/n9Tj4yG/Jpng8DI4qZZc4wgRGjRo1KI/CXXXbZzDmtFN599139pauVa8015o2ArtananbQPvIxvRw+kk+Yi5GSjyERPpJPncvs2bPVkiVLdKFv375q/fXX13nyCfuNkZKPIRE+kk+Yi5GSjyERPpJPmIuRko8hET6ST5iLkZKPIRE+kk+Yi5GSjyERPpJPmIuRtpPPnXfeqW9Tq9XM7cRjrB/0Y9lBZbtrYgDBEF/+8pfVhhtuqPbaay+F39bOOeccNXDgQHXXXXepPn36ZFguWLBA/fKXv1R/+MMf1HPPPad1f/zjH9X222+fOQ8Fm8/999+vvvCFL6g99thD3+/ll19WP/3pT3WQA2yZ3x09I0sFU6dO1cEaCKg4/fTT1fjx44Onon5bbbWVWmedddQ+++yj5s2bp8466yz14x//WB111FH6mpVXXjlzrXTNiSeemDkXBbtdnrIJQSw7uGVX/OeVV15RJ598sm4XgiOuueYa9c4777T8e22sdsWy01U+pktj1adqdrqTD8cfpTj+cPwxY4x0rNq4Eas+3Tn+hHjHalcsO+QT6qWsrCt//xhLsfqranZC/rPMrFmzyn1bMnR6+XHTTTft5QTYfBIgARIgARIgARIgARIgARIgARIgARIggaoSSH7rq2rVKlmv9957TwcrHHzwweo73/lOWkdMju+///46wODoo49O5cg8+OCD6uqrr1bbbLONXlniwAMPVMcdd5w+N3OiVUDAyk477aTGjh2buc9LL72kV3OYPHmy2mGHHawrslm8yIQgBwRWPPnkk2rHHXfUK0Bkz6qXTjvtNH3OhRdeqFZaaSUtvOeee9Rhhx2mZsyYoQMm3Otauca10VPKeHsbfYtAllVWWaWnNIvtqCABjj/1TuH403BOjj8NFsyRAAmQQFsIJH+U56bkC0AN/2IkBGB0NcWqT9XsgAv5yN5BPuQjE5C19B/ykQnUtYMGDUKgoP6XLIGaXkL/SVEEM+QTxJIKySdFEcyQTxBLKiSfFEUwQz5BLKmQfFIUwQz5BLGkQvJJUQQz5BPEkgrJJ0URzJBPEEsqBJ9k5Yb0uxm+pzWbmv3dL9kGozZ8+PDaBx98kLkV7Fx77bW1ZNWFjDxUSLbQqCUrRoRU+rdV2EqWytftSia9vPOSLRtqhxxyiCe3BRdffHFtzTXXrOH6ZBuNWrJ6hK1O86+++qq+T7KCSCozmc0337yWrP7g/d5bdM2kSZOMifTYLOf0QicTyw7Mxnq+krfXNcNkxQintuWLsdoVy05MPqhTV1OsdsWy0118OP7Uahx/Gk8T/JnjT4OHm4v1vFfNTneNPy5fUyYfQyJ8JJ8wFyPtBD7cSqML4SaxlgRBFbjUidwR5EM+MgFZS/8hH5lAXYv9WbGfKtLIkSP1sqnI039AIT+RTz4baMiHfGQCspb+Qz4yAVlL/yEfmYCspf+Qj0xA1tJ/yEcmIGvhPyeddJJe1QBnJoERav78+fJFjrbZ3+uSH3JVEhShVlxxxYwl2MEqC1/5ylcU3uCV0qc//Wk1ZcoUcSsNvBnev39/9cYbb6gkwCFjbuLEiapfv37q1FNPzchNYeHChWrdddfVq1JgW4tddtlFffWrXw1upYFVDrBVB1aicLfbPeOMM9Rtt92mkslYZW+lUXTNzJkz9XWmPjg2y9m+FsvmX3fddQpbWoL9Jz/5SbX33nurRYsWaUbod6QkmESvzoH8csstp9u9+uqro6jPvfnmm9W///1vXd56660VOI0YMUKX8d+jjz6qsMXJY489pvlusskm6utf/7q2ie/9K6ywQnquyaBdsIM6lNlKA/W/6qqr9Hc/MMd2LNiCOQlC0SZtzuYeuOaRRx5R2EJhzpw5egUPrFCx9tpr6/tiCxeTusLZ2DBHjs+GRPjYHXw4/ii9Mos0ZnH8CfsrpBx/8tlImljjaiw7qGt3jD95jGK1K5Yd8snrqYac/tNgEcp5fEwUR+gYK7IDtmNF7KJOXU2x2hXLDvkU9yj9R2ZEPuQjE5C19B/ykQnIWvoP+cgEZC39h3xkArKW/kM+MgFZS/8hH5mArKX/kI9MQNbSf4r5fNgrRuTV6N13361tv/32tfHjx+edksrLrBiBk5OtMmr77rtvLQmO0Ncmk/q1ZHJfr07w0EMPpfbczDHHHFPbcssta3/961+1SloxYtq0abVk0t81octJMEJtvfXW81aMKLpm2LBhnr1Wfxe98sora6uttppmkQTB1A466KDa4MGDNYPkx+za+eefn97rmmuuqQ0YMEDrRo8eXUu2EEl1SbBDDTJcg3Owuod5vsD1+9//vtaNGzeudsopp9SSQBJ9X2MvCcpIbdkZtKvsG9t/+9vfauh72DzyyCNryXYANdwPdTrggANqb731lm1a59988029QgnOwWqVJ///9u4F/rKp/v/4mlzGMPgpRoxyGeYnChGPMj+S8nNrEhKF37gW8RP95JpSUqmY3AqRyD+XkGbkVm6hKCR3434b98uQCSPnvz/ra+2z9t5rv88539nje8a8zuPBWXu991l77+f+fPeM71n2/uY3/R1AbNn++fnPf174zGCdC4O8tRB8Ulm3fU3tT7+NY8ffTz5cfwYq0q5ZXH/SP51cf9Iu3fRy/dFK+OCjBXQ6O9SPU4fQ1AHYNvrpLxZNHVdT4+CjqnAgo360ET74aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj+dfY477rjWl770Jf/Pfvvtpz+QSJv4fd2bb77pH22R3eHBf0me2Eyhq9uJEQ8//HDhS3F7TId9GR5PBigMnC3YZABb5y9/+Uv++1U1McL8bBJA6pXdpaBlx2RG8avTZ+yL//JrMM7Z/7Hnj+XMM8/Mhwvj2CMF7DhtX+KX9dtEirpJBpZdeuml/iPh5+vEE0/0kxXCRJIw3owZM1o2GcO2Y/uSetn+dDMxwh6zYV/Y2sSZ7G4ghaHsnNlkD9tW+XXaaaf547EJEvHrscce8/tl+x6/gk/cN9h28Bns5+1zTe1Pv41jx9YvPlx/7GwMvOyaxfUnaLTfuf60LQbT4vqj1fDBRwvodHaoHyZG6HMo06ZOsG2kX/7iZfvS1HE1NQ4+JqBf1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1E//+9iXkvvvv39r5MiRrexRDHqH30q7nRhhX7hnj1jwX6jvvPPO/o4B9iX9ySefXLudTTfdtLX99tv7PNRPp4kRdteC1Ms+b8dlv7OLXzYZQX3GJh+UX4P5vZ8dy5577lkYKh4nu51+69RTTy3kdj7MLHvMSKHfFg477DB/J40Q2PFlt5b3Ewyyx1uE7sL7a6+95icm3HvvvYX+sGD7083EiGOOOcbfLcK2l3plj8nw+xHuDhLWufDCC31/9giN0JW/210v7rzzznzZGrFPIRjEQqifQXw0/0hT+9Nv49gB9oMP15+81HzDzgnXn6KJLXH9qZr00sP1R2vhg48W0OnsUD/D7BCyv4AnXzwDJsmSd+KTUyQb+CRZ8k58copkA58kS96JT06RbOCTZMk78ckpkg18kix5Jz45RbKBT5Il78Qnp0g28Emy5J345BTJBj5JlrwTn5wi2cAnyZJ34pNTJBvvJJ/sEQxu7733dtn/1e/sufYf+tCH3IgRI5LHHXeuvPLK7uijj3bZozfibt8OPsOHD3crrLCCyyYHuCOPPNLNM888Ps8mX7iPf/zjLnuEgtt6660Ln88es+E22WQTl91NwGV3IMifQW592V0hXHa3gsL6tnDCCSe4SZMmuYsuuqiS/fnPf3af/exnXXbnisJxdfpMNmHBPfXUU4XxwnF14xM+uNBCC3nXtdZaK3S5eJzsjg5u7rnndsOGDctza2STCVw2ccM9+uijbuGFF/bZtGnT3Pve9z6X3X3Cm1qnPUPaXO18vPHGG26uueby65b/lU1mcPPOO2+52y/b/rz44otuySWXdNn/le2yiSTJ9bbddluXTa5wW2yxRTK3Y8kek+GuueYa91//9V/5OrbtbHKIP9/ZhA9fY8svv7xbY401XPaoFX/8+cpZI/aJ+wfTrjxjexCDDGZ/sju/ODtf9lpllVXcHnvs0dhxDWZ/6g57qHzC/nD9SV+zuP6ECmm/c/3p/OdyW6vaauq60dQ4todDff2JlZo6rqbGwSc+O+k29ZN2Cb1lHyZGBJlBvPODrdHwwUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6PSdUj/2RXZ2FweXPZbBXXHFFS57TII/8G6++O9mYkT2PHj/Bb5NcgiTIoLs8ccf7y6//HKX3TEgdPl3+wI5e8yGy+5I4ZdfffVVN99887nsrgIuu72823HHHd0PfvCDwmd+97vf+S/ebRJB+ZXdRcFNnDjRbys+rk6fsUkf1157bWG4Xs979n8QugUWWMA99NBDbumll87H6mYc+//6PvKRj7jPfe5z7sADD/SfPeKII9w555zjslvt5xMp7BffzzzzjHdJHX++UdGw/elmYoRNMLGJER/72MeSo9mX3Pb68pe/7D760Y9W1rn//vvdrbfe6rLHbvjJIlZztt6vf/1rt+yyy+brd+OTr9yhUf5ioMPqyXgw+2OTerK7cPjxxo8f7yfuDGac1A41NY6NPVQ+tm2uP3v6iU9mEb/smsX1JxYZaHP9YWJEtSqam0jX1HW1qXHsWIfy+ly2buq4mhoHn/IZqi5X6kfd9KKpW17YNvrhVlThWJs6rqbGwSecmfp36qfehvrRNvjg01lAr8H1Bx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toNOhqh/7Hd9mm23mn2U/ZcoUv5O9/N6vm0dpnH766a1x48YlAezxCksttVQly740b/3hD3/I/znxxBN92x4tsc8++7RSj4Mww+xXwq1sgkBlPHuMhT2Ww44tfnX6THZninh13+7FJ3zYjtGOJ351O87kyZP9LfWzOw+0sjs5+HY2oSMeyv/++cEHH/TH/89//rOQdbtg+9PNozS+/e1vt+zRH3WvuuO66667WtndLCofs/3N7gLSKlvXjVMZoIuOofr5yu6+4c+J1WU2McLvaVPH1dQ4tlND5WPHwPWn/ppV/pmwczWY8871p9WaE68/Vi/l12DqpzyGLTc1jo01VNcf23b51dRxNTWO7R8+5bNUXMan6FFeKvu48grxMoUba1Tb+FRN4h58Yo1qG5+qSdyDT6xRbeNTNYl78Ik1qm18qiZxDz6xRrWNT9Uk7sEn1qi28amaxD34xBrVNj5Vk7gHn1ij2sanahL34BNrVNv4VE3intndx75kzx5h0Bo7dmwru5tBfmjhuLK7NOR9dY1uJkZkdzbwXw4//vjjlWFsksNWW21V6S93hF/sbrzxxq1TTz21HPvlN998s5Xd7aJ12GGHFfLnn3/eTyY466yzKhMjOn0mu5NFYSxbCD6VQHR86Utf8pND4okB8Tg20eN73/tecgTbR5sQ8v3vf7+VPYqklT2SoZXdlaGwrvlYnx3/IYccUsjihezuHK3szgxxV962/elmYkR2twd/PssTPcJANs7TTz/dyu4EELr8+4ILLtiy7ade5557rq/DOIt94v7BtEP9DOaz4TOD2R8mRgS96jvXn1aL60+7Lrj+tC1SrcFcf2aHcWwfh+r6jE9KQPf1Wx3a3lI/+pyVfZgYob1k2tQPgG2kfGLkhmvCpvan38bBp+aER93UT4SRaOKTQIm68IkwEk18EihRFz4RRqKJTwIl6sInwkg08UmgRF34RBiJJj4JlKgLnwgj0cQngRJ14RNhJJr4JFCiLnwijERzKHzC/6n9t7/9zU+MsMkR9o/dreFPf/qT//K7vKv2ZffDDz+cr29fxNsdIcJnn3322fwj4fds9uWfbWvNNdfM7/Rg42SPtvDbsIkTnV5XXXWV38Y666zTyh4l0bK7J6Rep512mp8E8cc//tF/6fjcc8+11l9/fT+x4JVXXqlMjLAx1Gds38uvcFzlfrVsd7GwiQF2p4XsURd+VRvHJotkjwTxDtttt13tEJMmTfKftzFsEkH5FeonnDebHGHHay87hgceeKA1YcIEvx27+0b8sskQ4bz/5S9/8evcdttt+Tm1vPz68Y9/7PfnhBNOaL3++ut5bMdz8MEHt0aOHNk677zz8n5r2L5bvdg24okd119/vb9ryH777VdYfzDOhQGiheATdfXcbGp/+m0cgxgKH64/AyXI9YfrTzcXo367bjS1P0N1/akzb+q4mhoHn7oz1e4fij+/2lsvtpo6702NY3tX9mFiRPGc9bQ0K09MTzvy1spN7U+/jWOHVy5cfIoC+BQ9ykv4lEWKy/gUPcpL+JRFisv4FD3KS/iURYrL+BQ9ykv4lEWKy/gUPcpL+JRFisv4FD3KS/iURYrL+BQ9ykv4lEWKy/gUPcpLQ+FjExXsFv/qn/J+/upXv5Lr2x0kwiv+PZvdtcEeZWHbGjVqVP5+8cUXh9Xl+wILLFDYrn3Jn3rZF+52xwjbjn0Rb+92twWbzBHvT/xZ9Zl4vdCuGyfkde82OcHu0GH7ZLe2X2yxxXzb7thhd8GIJwuUx7DJDWZr68Z3nQjrxfVjk0hsAoJtx9YPDrZty+KXTdiw9Tr9Y+ev/Prtb3+bn8t4O6uttlrrggsuKK/u9yXUgG3PjifUgj3q5LXXXit8ZrDOhUHeWoh9Unk3fU3tT7+NY8c+FD5cfwaqjusP1x+uP7d0QyDX6bfralP7Ywc9FNfnOuymjqupcfCpO1Pt/nL9DLMo+0tY8vWvf/3L948YMSKZ99L5j3/8w6266qq9fKSyblP702/j2IHiUzndhQ58ChyVBXwqJIUOfAoclQV8KiSFDnwKHJUFfCokhQ58ChyVBXwqJIUOfAoclQV8KiSFDnwKHJUFfCokhQ58ChyVBXwqJIUOfAoclQV8KiSFjjnF54knnnD33HOPe/e73+1WXHFFN++88xYc6hZ69XnhhRdc9sgHt/jii7vsS3v3rne9y3X6vWjqM6n96TRO6jNxX3YHBpfdlcNlEwHc0ksv7R1s/9TLtrnMMsu4Y445xm299daVVcs+2Zet7sEHH3TZIzrcwgsv7LKJEu69731v5XNxx2COK95ONtHDH8tcc83lh637vXp2tw933333OauFRRdd1C2//PL+Pd4Xaw9mf8pjhOWyT+jv5b2p/em3ccxgTvHh+uMc1x+uP/YzX3d9tqybV1PXMdvWnHL96cY1tQ4+KZV2Hz5ti1Sr7MPEiJRSl31c+DQUPvhoAZ1SP/hoAZ0Opn7OOOMMl83U9APbL2U23HBD3y7/wam3nE4Hsz+pkfptHNtHfFJnqt2HT9si1cInpdLuw6dtkWrhk1Jp9+HTtki18EmptPvwaVukWvikVNp9+LQtUi18UirtPnzaFqnWnO6TPbLCZY8ecXfccYebe+65K0Rzuk8FpNSBTwmktIhPCaS0OKf7cP0pFUSPi3N6/XTiwkcL4YOPFtBpuX6YGKG9ZNrUF1S2kfKJkRuuCZvan34bB5+aEx51Uz8RRqKJTwIl6sJnAGP06NF+xrgtjR8/3mXPLvUBPgM+df/Gp05moB8ffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffMoCL730ku+aMWOGyx474b75zW+6nXfe2c0333zlVfn9akWk2MHPV9GjvIRPWaS4PCf6cP3hjvLFn4LiUlPfo9moc+LPV1FTL+GDjxbQabl+mBihvWTKhU/ycKs3zYMPPh0EdMySa/VQAABAAElEQVT1p3kfJkZo07q0/BeLuvVUf1P13G/j2DHjo848PloHH3w6Ceic6w8+WkCn1A8+WkCn1A8+WkCnVj/XXnutf/yDrWmPP/jhD3+oP1RK++2/C5raHzvMOe3ny/4P7d133710hp1bcMEF3YsvvugfDRKHc5pPfOzdtPHRSvjgEwtw/eFRPnE9pNr8+Z5Saffh07ZItfBJqbT7ZqUPEyPazj23ZuWJ6Xlnsg80tT/9No5Z8BdTXRH44KMFdEr9DPgwMULXSV1K/dTJDPTjg48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0KnVzyGHHOImT57sV1xyySXd448/rj9USvvt91pN7Y8d5pz289Vqtdy0adNKZ9i54cOHJ58NP6f5VGA6dOCjgfDBJxbg+tPc903mys9XXF3VNj5Vk7gHn1ij2sanahL3lH2GZc9Tb8UrzKr2lClT3NixY2fV8LP9uPjoU4gPPlpAp9QPPlpgIL399tud3ZrTXvZ/JS233HK+Tf14htp/4VNLQ/1oGnzw6UJAr8L1Bx8toFPqBx8toFPqBx8toFPqp7PPQQcd5C666CK/4hJLLOHuv/9+/aE5KKV+9MnGBx8toFPqBx8toFPqBx8toFPqBx8toFPqpzcfJkZor7ctpXA1NT74aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdWv0wMaLeiJ+vehtL8MFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+unNh0dpaC+Zcis8ydPYoz1sK+Vbnegtp9Omzle/jYNP+nzHvdRPrFFt41M1iXvwiTWqbXyqJnEPPrFGtY1P1STuwSfWqLbxqZrEPfjEGtU2PlWTuAefWKPaxqdqEvfgE2tU2/hUTeIefGKNahufqkncg0+sUW3jUzWJe/CJNaptfKomcQ8+sUa1jU/VJO7BJ9aotvGpmsQ9+MQa1XbZh4kRVaOue5r6gtw2WD4xXe9EtGJT+9Nv4+ATneSaJvVTA/NWNz74aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/96XPrrbcWHl26/PLLN/Y/1DX1e2yTo376s35Se9XUeW9qHOondZaKffx8FT3KS/iURYrL+BQ9ykv4lEWKy2UfJkYUfXpa4g9OzYUPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9TPO99n9OjRburUqf5Ax48f7yZNmsTECH3a8cGng4COm7quNjWO7W35i0l9BOm0qf3pt3HwSZ/vuJf6iTWqbXyqJnFP2YeJEbFOj+2mLqC22fKJ6XFX/OpN7U+/jYNP52qgfrQRPvhoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/3pw8QIfV5SKb+fT6m0+/BpW6Ra+KRU2n34tC1SLXxSKu0+fNoWqdbs4MPEiNSZ67KvqRNsm+Mv7hodH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pn/70YWKEPi+ptKnvHZoax/aRn6/UmWr34dO2SLXwSam0+/BpW6Ra+KRU2n34tC1SrbIPEyNSSl328RcLDYUPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp3Ni/VxyySXutttuq4UZM2aM22KLLXw+J/rUwiQCfBIoUdc7weeMM85w06dP90e19NJLuw033JBHRUTnONVU553rj6N+UkUT9an6iVbr2GxqHNtQ+YvJjhtPrNDU/vTbOPgkTnapi/opgZQW8SmBlBbLPkyMKAH1stjUBdS2WT4xvexHWLep/em3cfAJZ7j+nfqpt6F+tA0++HQW0Gtw/cFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+nln+Oy8887uxhtvdKuvvnrlgO644w43atQod+GFF/qsqd+z2WDUT4W70IFPgaOygE+FpNAxu/hw/WFiRKFwEwtN/bnT1Di2i7PLz1eCs7YLn1oaH+CDjxbQ6aysHyZGaHuZzsoTIzdcEza1P/02jh0uf3DWnPS3uvHBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPp5Z/h87Wtfcx/4wAfcrrvuWjmg3Xff3ff97Gc/8+9N/Z7NBqN+PGntv/CppfEBPu8MH64/TIzQlYwPPiM6Eci8qb+3NDWO7Sx/fslTho/mqfgwMaIDmIr5wVY6zf0BbFvhwqet8cFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+nln+LRaLTds2LDKwfz73/92iyyyiDv77LPdxhtv7HN+f1hhKnTgU+CoLOBTISl0zIk+XH+a+95hTqyfwg9QhwV8NBA++GgBnVI/Q+fDxAhtL1MKV/I09qwv2wq/ONDW+OCjBXRK/Qz4jB492k2dOtUvjB8/3k2aNMm38aF+tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOZ/f6+fOf/+zGjRvnpk+f7kaMGPg/Ngfz+0N7HMctt9zi3vOe9/h/Tj/9dD/euuuu6zbYYAN38skn+0d5bLnlln4CxlxzzVWAtS9O77zzTnfttde66667zi288MJutdVWcx//+MfdCy+84D74wQ/m+1f4YA8Lgzmu1PBNjWNjz+71g09KQPdRP20frj9ti25b1I+WwgcfLaBT6gcfLaDTWVk/TIzQ9jKdlSdGbrgmbGp/+m0cO1z+w6bmpL/VjQ8+WkCn1M+ADxMjdJ3UpdRPncxAPz74aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdWv0ssMACbtq0aX7FeeaZx62yyir6Q6V0KH+vdeCBB7oHHnjA3zEi7NZg9uekk05yRx99tJ/cYOPssMMO7pFHHnFTpkxxY8eOdQ899JDbdNNN3S9/+Ut36qmnOpsgEV42KeIrX/mKO+GEE/wkDZsMYetPnjzZvfzyy27rrbf2nwkTN8Lnen0fzHGlttHUODY215+UcLsPn7ZFqjW7+3D9SZ1V3cf1Bx8toFPqBx8toFPqZ+h8mBih7WVK4Uoe7hihefDBp4OAjrn+NO/DxAhtWpfO7r84SB0XP18plXYfPm2LVAuflEq7D5+2RaqFT0ql3YdP2yLVwiel0u7Dp22RauGTUmn34dO2SLWa9jnkkEP8l/i2rSWXXNI9/vjjqc3W9jW1P4MZZ8yYMe7www9322yzTb5/gxnHPnzxxRe7TTbZxP3oRz9y++67r/890mKLLeYf1XHjjTe6xRdf3B177LHe6rLLLsu3d88997gVV1zR3y3C7l4RXm+88YZbe+213TLLLONOO+007hgRYErvgz1fpWEa+71fU/tj+8d/v5fPUnF5dvfh+lM8n90s8fOllfDBRwvolPrBRwvodFbWDxMjtL1MZ+WJkRuuCZvan34bxw53dv+LaeqUNeWMT0q32Ef9FD3KS/gMiOy///7uxRdf9Av2fyTtsccevo1PuWKKy/gUPcpL+JRFisv4FD3KS/iURYrL+BQ9ykv4lEWKy/gUPcpL+JRFisv4FD3KS/iURYrL+BQ9ykvmM7tOjLDHX9gjKp5//nk/eSEc22B//2MTI2xChI0bXh/+8Ifdfvvt577whS/4riuvvNLttttuziZDhNdzzz3nFl10UfeLX/zC7bjjjqHbv5uv3dFio402YmJEQaa9MNjz1R5hoNVv49hecf0pn6Xi8uzsw/WneC67XWrq59S2NzvXT50XPnUyA/344KMFdEr9DJ0PEyO0vUwpXMnT2Mxo2wp/sdDW+OCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/XT2mV0nRhxxxBHu8ssvd/HdG+xoB/v7Q5sY8Y1vfMPddNNNOZpNjDj44IPd5z73Od+XmhhhwYknnugnTCy33HJujTXWcCuvvLL7z//8Tz8hYvjw4f6zPErDM1T+NdjzVR6o38ax/eP6Uz5LxeXZ2YfrT/FcdrvU1M+pbW92rp86L3zqZAb68cFHC+iU+hk6HyZGaHuZUriSZ9D/4Zcalb9YpFTaffi0LVItfFIq7T582hapFj4plXYfPm2LVAuflEq7D5+2RaqFT0ql3YdP2yLVwiel0u7Dp22RauGTUmn34dO2SLXwSam0+/BpW6Ra5vPkk0+6hx9+2Mfzzz+/22677VKr1vY19fu6XsdZa6213E477eQnJMQ71+s44bMzMzHCxnjmmWf8F3V2N4mrr77aXXLJJf4uEaeeeqr7xCc+wR0jAnTpfbDnqzRMY78XbWp/bP+4/pTPUnF5dvbh+lM8l90u8fOlpfDBRwvolPrBRwvodFbWDxMjtL1MZ+WJkRuuCZvan34bxw53dv6Lac3pauw/kPCpE273Uz9ti1QLn5RKuw+ftkWqhU9Kpd2HT9si1cInpdLuw6dtkWrhk1Jp9+HTtki18EmptPvwaVukWvikVNp9+LQtUi18UirtvtnV57HHHnPve9/73COPPOLf20f09t8xwvZloYUW8v/E+/HGG2+44447zv34xz/2j95YYIEF4rjnNr8/1GT44KMFdNpL/XD90ZYq7cVZjWPZ7PrnlzoufJTO4P98T41K/aRU2n34tC1SLXxSKu2+ss+w6dOnt9rxrGtNmTLFjR07dtZtYDYfGR99AvHBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvodKjrx+6u8N3vftfvpD3So9vfZZ5yyinO/vnzn/+sD7CH1B7JceihhxbGXHvttd3Xv/51t/nmm/uR7E4Qe+21l/9CLgy94447uhVWWMEddNBBoSt/f/rpp90yyyzjJ0bYRI532muo66ffPYfKZ7PNNnPPPvus5xk3bpz74Q9/2JdUQ+UTMLj+BInZ832o66ff1fDRZwgffLSATqmf3nyYGKG93raUwtXU+OCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXQ61PVjkwrOPvtsv5Pbb7+9O/HEE/UOv5V+5jOfceuuu67bd999u1q/00rZ/8jmzj33XHfkkUc6e6TGkksu6T9iEyMmTJjgtt12Wzdy5Ej/iIxddtnFv4d1bL/PO+88P1Fjyy23dPPOO6//rN3NYu+99/bLZ511VqddmC3zoa6ffkcbKp8xY8a4J554wvNssskmvrb70WqofIIF158gMXu+D3X99LsaPvoM4YOPFtAp9dOjT0u87G4S9k8Tr1tuuWWmh2lqf/ptHIPBR5cHPvhoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ0Odf0cccQRdmdd/4+1u/296KhRo1p333138uAG83vI/fbbL98P258nn3zSj7366qv7/uwuEX75qquuytfLJj74vt13372V/R/6Ldsn+2x214vWUkst5dsbbrhh68EHH+z6uJIH9FbnYI4rNV5T49jYQ10/8fE1dVxNjTOUPtmknbxOx48f75maOq6mxhlKn1A3XH+CROf3ps57U+P0Q/3Eak0dV1Pj4BOfnXSbP7/SLqEXnyCRfscn7RJ6yz7DLKibS8EzhOpkBvrxwUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6mbN8brrpJveud73Lrbjiiv7AR4wYoQGy1H69OmzYsOR6Q1U/r732mrvvvvuc3Sli/vnnd0svvbR/jEZT+9Nv4xh++RnSyRPSobPfjqup/RlKn4033tg988wzXn6dddZxEydOdE0dV1PjDKVPXJJcf2KN+nZT572pcfqlfoJYU8fV1Dj4hDNT/86fX/U21I+2wad3HyZGdDarXYM/GGppfIAPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9TP0PkwMULby5TClTyNzfy1rTBjTlvjg48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Gm5fpgYob1kysQIycPECM2DDz4dBHTM9QcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaDTWVk/TIzQ9jKdlSdGbrgmbGp/+m0cO9zyjJ4aAtndb8fV1P7gI0+7D6kfbYTPgM9+++3npk2b5hdWWWUVt8cee1A/unTwwacLAb0K1x98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOy/XDxAjtJVO+2JY83BFB8+CDTwcBHXP9ad5n9OjRburUqX7g8ePHu0mTJvl2+Q9OveV02tT56rdx7GjxSZ/z0ItPkEi/45N2Cb34BIn0Oz5pl9CLT5BIv+OTdgm9+ASJ9Ds+aZfQi0+QSL/jk3YJvfgEifQ7PmmX0ItPkEi/45N2Cb34BIn0Oz5pl9CLT5BIv+OTdgm9+ASJ9Ds+aZfQi0+QSL+XfZgYkXbqqrepL6hsY+UT09UOlFZqan/6bRx8Sic6sUj9JFCiLnwijEQTnwEUJkYkiqOLLupHI+GDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQqdXPL3/5S3fNNdf4FRdddFF3ySWX6A+V0n77vVZT+2OHyc9X6WSXFvEpgZQW8SmBlBbxKYGUFvEpgZQW8SmBlBbxKYGUFvEpgZQW8SmBlBbxKYGUFss+TIwoAfWyyH/YaC188NECOqV+8NECOh1M/TAxQpvWpeW/WNStp/oHc75S4/XbOLaP+KTOVLsPn7ZFqoVPSqXdh0/bItXCJ6XS7sOnbZFq4ZNSaffh07ZItfBJqbT78GlbpFrmc8ghh7jJkyf7eMkll3SPP/54atXavn7774Km9scOmPqpPe0+wAcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6qc3HyZGaC+Z8h82kodHRWgefPDpIKBjrj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj9vrw8TI+q9+cV3vY0l+OCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/fTmw8QI7SVT/sNY8vDFv+bBB58OAjrm+oOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9fP2+sSP0lhsscXcxRdfrHeglDZ1vvptHDtMfvFdOtmlRXxKIKVFfEogpUV8SiClRXxKIKVFfEogpUV8SiClRXxKIKVFfEogpUV8SiClxbIPEyNKQL0sNvUfSLbN8onpZT/Cuk3tT7+Ng084w/Xv1E+9DfWjbfDBp7OAXoPrDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfl+mFihPaSaVMTCGwj5RMjN1wTNrU//TYOPjUnPOqmfiKMRBOfBErUhU+EkWjik0CJuvCJMBJNfBIoURc+EUaiiU8CJerCJ8JINPFJoERd+EQYiSY+CZSoC58II9HEJ4ESdeETYSSa+CRQoi58IoxEE58EStQ1VD5nnHGGmz59ut+TpZde2m244YaN3Um3qd9j284NlU90ivJmU8fV1Dj45KemtkH91NL4AB98tIBOqR98tIBOy/XDxAjtJVP+YiF5GvsLrm2lXLh6y+m0qfPVb+Pgkz7fcS/1E2tU2/hUTeIefGKNahufqkncg0+sUW3jUzWJe/CJNaptfKomcQ8+sUa1jU/VJO7BJ9aotvGpmsQ9+MQa1TY+VZO4Z6h9nnjiCf/ojkUXXdRtsMEGftdGjBgR72Khffnll7szzzzTTZkyxdlnPvGJT7gvf/nLbt55583XC79Huvrqq91tt92W95cbY8aMcVtssUW52y+H7fz973939sVyajvJDyY6w/6o40p8rNLVb+PYDg51/cRI+LQ1Ro8e7aZOneo7xo8f7yZNmtTY742bcradG+r64frTrplOrabOe1Pj9EP9xGZNHVdT4+ATn510e6ivP/FeNXXemxqH+onPTrpN/aRdQm/Zh4kRQWYQ7/xgazR88NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOp3d6+e1115zP/vZz9y5557rrrvuOn+whxxyiDvwwAN9OzWB4I033nA77rijs/8Tfp999nErr7yyu+GGG9xZZ53lVlxxRXfNNde44cOH+88Hnz333NPdeOONbvXVV6+A3nHHHW7UqFHuwgsvLGTl7Sy00EL+C+bUdgofFAthf8JxvfDCC+4HP/iBmzFjhvjUQPSFL3zBrbnmmn7hm9/8pnvxxRfd3HPPXfjce97zHrfaaqu5jTbayM0111yFzBZarZY7++yzvdVdd93lllxySbfWWmu5XXbZxV100UXuq1/9auUz3XaUf/Hd7efi9co+cdZLu9/GsX0fKh8mRtRXDtcfrj9xdfTbdaOp/RnK60/sG9pNHVdT4+ATzkz9+1D9+ZXao6bOe1PjUD+ps1TsK9cPEyOKPj0tUbiaCx98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOZ/f6sf+T/Utf+pJbf/31nf3f7DZJYuTIkXJixJNPPul22mknd/TRR7sVVlghB7KJAmussYafLGETIewVfA4++GD3gQ98wO266675+qGx++67+6ZtO36VtxN+sZvaTvw51Q77EyZGvPzyy27ixInu+uuvd/fcc4/bfvvtkx8/5ZRT3OGHH+7+53/+x+c/+tGP3J133ul++ctfum9961u+zyY9PPbYY+43v/mNnywyefJkfyeNeECbAGFjbbXVVt7b7rZhk1LuvvtuPznkqaeeilfvqR18evpQaeWyTynuerHfxrEdHyofJkbUlw3XH64/cXX023Wjqf0ZyutP7BvaTR1XU+PgE85M/ftQ/fmV2qOmzntT41A/qbNU7CvXz7Ds+V6t4iqzZsn+kjt27NhZM/g7YFR89EnEBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toNN+qJ/999/fT4ywu0YM5nXYYYe5hx56yH/5H3/eJg0MGzYs7vLtf//7326JJZbwd5/47//+70oed8Q+dduJ1++lffrpp/s7VpxzzjnJj332s5/1kxm23XbbPL/99tv9hJKnn34677OGTdywiQ929wi7u0V4/fWvf3Xrrbeeu/nmm/2dNUK/2dhEkyuuuMI9/PDDobvn99in5w/PAR8YKh+rk3BHkoUXXtgtt9xyfak9VD4xBtcfrj9xPbyT2v3w89XPnvjos4MPPlpAp+X6YWKE9nrb0vKJeds2PJtsCB99ovDBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrpf5+Z+WLSvuC3O0Zss802br/99tMH+1Zqd2qwu1U899xzLtzFoe6DoX4Gs526MUN/p4kRW2yxhZ/sYI/TCK+6iRGW2x0g7LEhzz77rJt//vn9R0466SR3wQUX+EdmhDHCuz1mZMKECc4eKzLYV/AZ7Off6Z/DR5/hfvDh+pOeGMH1R9fu7JD2w89XPzvho88OPvhoAZ2W64dHaWgvmXKrE8mT3yqw03/U6VEG0vKtTrr5THmdps5Xv41jx4lP+WwXl/EpepSX8CmLFJfxKXqUl/ApixSX8Sl6lJfwKYsUl/EpepSX8CmLFJfxKXqUl/ApixSX8Sl6lJfwKYsUl/EpepSX8CmLFJf7wedrX/tax0dpFPfauTfffNPZ3RBOPvlkZ3dcuOmmm/JHbHT6PdKBBx7oHnjgAXf22WeXh60s//3vf3evvfZacjuVlWs66vbn1FNPdb/73e/8xAX7qE1suOiii5x52Ou+++7zj7pYaKGF/LKNYxMjPvnJT7qXXnrJ98X/svXtMSPPP/+8W2SRRXz0+9//3t8ZwsYOffH+ZHc2zidRxGN12+6H+gn7Gh9X6BvMe1Pj2Lbx0WegH3y4/lzgTxLXnxG6WDukTV03mhrHdrcffr4CW1PH1dQ4+IQzU/9O/dTbUD/aJuXDxIjOZrVrcOGrpfEBPvhoAZ1SP/hoAZ0Opn5uvfXWwq0dl19+eb8R/uKlrfHBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrpf59ev5g888wz3Re/+MX8wG677Tb3wQ9+MF/u9N+nY8aMcYcffri/y0T+oUSj03YSH0l21e2PTYywbZxxxhn+c5MnT3bWd+2119aOUzcx4o033nC77rqrs//Otkki4fXqq6+6T3ziE34ixUEHHeTGjRvnFl98cR/zP1YFpeJ73fkqrtXdEtcf7dQPPlx/uP5Ylc7s9bCp60ZT49gx9cPPl+2HvZo6rqbGsX3CxxTqX/jU21iCT28+TIzQXjLlwid5GvsDxrbCD7a2xgcfLaBT6mfAZ/To0W7q1Kl+Yfz48W7SpEm+jQ/1owV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV02g/10+sXkzNmzPB3TrA7Rhx11FFuySWX9HeNWGyxxfzBqt8f2mMjbBJFfFeFOiHbzvnnn+9efPHF5HbqPlfur9sfmwSx0047FVa3iQudJkastdZa/vd29sHXX3/d3XzzzX5yxTXXXONuueUWt+qqqxbGtHXOOussZ4/VuO666/zdOexRIvb4kfgxHYUPdbnQD/UTdrXOOeTdvjc1jm0PH63eDz5cf9rniOtP26LXVlPXjabGsf3vh5+v4NjUcTU1Dj7hzNS/Uz/1NtSPtkn5MDGis1ntGlz4aml8gA8+WkCn1A8+WkCng6kfJkZo07qUv5jWyQz044OPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtCp1c+TTz7pHn74Yb/i/PPP77bbbjv9oVI6mP8ejIfo9YvJ+LP2SAn7gn/BBRfMH42h9ueII45wl19+ubvsssviYWrb4ecrtZ3aD5WCuv2xiRHnnXeeO/fcc/0nLrjgAnfcccd1NTHCjje8ll12Wbfhhhu6fffd1z96I/Sn3u0OEvZ4EJtE8d3vftdtv/327vjjj0+t2lVf8Olq5ZqV6nxqVq/t7rdxbEfxqT1dPugHH64/XH+sGLljRPpntd+uq03tjx1tP1x/gnpTx9XUOPiEM1P/Tv3U26Tqh4kR2kum/GBLHu4YoXnwwaeDgI65/jTvw8QIbVqX8hevOpmBfnzw0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6tfo55JBDnD3GwV5294XHH39cf6iUzux/L8/MF5O2K/ZF/+qrr+5eeeUVZxM71P7Y3RbsLg277bZb6SjSi/HPV3k76U9Ue+v2xyZG/O53v3M2IcJe9913n7vyyiv9IzGqowzcirzuURqp9ev6wv489NBDbqWVVvKTYt7//vfXrS77Yx+5ogjD/vDFZBoJn7RL6J1ZH64/XH+slrj+hJ+o4vvM/nyF0fptHNsv/vwKZyf9jk/aJfTiEyTS72UfJkaknbrqbeoCahsrn5iudqC0UlP702/j4FM60YlF6ieBEnXhE2EkmvgMoNhzVKdPn+4Xll56af9/uNgCPgM+df/Gp05moB8ffLSATqkffLSATqkffLSATqkffLSATqkffLSATq1+ZveJES+//LJbaKGF3P333++WW2652okRjz32mHvf+97nHnnkEf+uZQbS+OervJ1uPm/r1P3erzwxotN4Nk6vEyM22WQTd8wxx7jll18+Hz7en5VXXtkdeuihbquttsrzXhqxTy+fi9eN9yfu77Xdb+PY/uOjz2I/+MzsxIjydaGuDrn+DNRC7MP1p/rzEftU0956+uHnK+xxU8fV1Di2X/iEs5N+xyftEnrxCRLp94pPS7yyL4ha9k8Tr+yZcjM9TFP702/jGAw+ujzwwUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6NTqZ/z48a3s15r+n+yOEfoDiXRmf++3zz77tLLJGf53onW/F506dWprxowZia23WtmjIFqjRo1qvfnmmz6v258TTjihld1ZIjlG6CxvJ/75Km8nfKbTe93+/OIXv2htttlmnT6e5zbOX//611b2GI28r1PD1v32t79dWC3szxNPPOHP+Q033FDIe1mIfXr5XLxu2J+4bzDtfhvHjgEffSb7wYfrjz5HIeX6EyTS71x/0i6hF58gkX7HJ+0SevEJEun32cGHO0akJ5B01cuMMM2EDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKdN188CCyzgpk2b5jc6zzzzuFVWWUXvQCkdzP5kExBcNtHBj2R3LLBHYOy1115+eeTIkc4evRi/Pv3pT7t7773XHXHEEW7jjTd2w4cPd6+//ro78cQT/efOP/98t/nmm/uP1O3PRhtt5NZbbz13wAEHxEMX2uXt3H333e4DH/hAcjuFD4qF1P7Y8f/qV79yl112mcsmSPhPDxs2zB/3XHPNlRzNHnGSTYxwEyZMcLfddlu+TjYppPY28HYnDfs/2s34M5/5jFtttdXcq6++6u644w73la98xc0333z+8R1128w3UtOo/B+BNeup7pSPWr8u67dxbD/xqTtbA/1D5cP1h+tPqMx+u240tT92fEP18xVs4/emjqupcfCJz066Tf2kXUIvPkEi/V7xSc/pGOhtamaHjdYPMy7DsTZ1XE2Ng084M/Xv1E+9DfWjbfDBp7OAXoPrDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKdDUT/33XdffoeK7NepyXY2CaCw4y+99FJr//3393eGsM8stdRS/nN2p4jf/va3hXXrfn9o62YTHQrrlhfK21l88cVrt1P+bN1yeX8efvjh5DHbcV111VV1w7QWW2yx5OeOOuqo2s+stNJKrZ///Oet7BEj+XGEcXbYYYfWs88+W/vZboKhqJ+6/So7163Xqb+pcWw7+GjtofDh+sP1J67Kpn7e+20crj/xWU63h+L6k96TlrxjVt1nUv1N1aGNjU9KuN2HT9si1Sr7cMeI9ASSrnqZEaaZ8MFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+h0Tq+fRx991E2ZMsVlkyPcmDFj3Nxzz10Aq/PJfnHr7K4M3b5sOxdffLH7+Mc/ntxOt+PU7U+3nw/rzcw42WNGXDYhw91zzz3O7gpibssss0wYetDvlf8jcBAjzcxxxZvrt3Fs3/CJz1C1PTv6cP0ZUT2RHXq4/nQAiuKmrmM25Oz48xVRJJv4JFnyTnxyimQDnyRL3jkrfZgYkTP33piVJ6b3vXGuqf3pt3HMgj84dUXgg48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Gm5fpgYob1k2tQEAttI+cTIDdeETe1Pv42DT80Jj7qpnwgj0cQngRJ14RNhJJr4JFCiLnwijEQTnwRK1IVPhJFo4pNAibrwiTASTXwSKFEXPhFGoolPAiXqwifCSDTxSaBEXfhEGIkmPgmUqAufCCPRxCeBEnXhE2EkmvgkUKIufCKMRBOfBErUhU+EkWjik0CJuvCJMBJNfBIoUVfZh4kREU6vzaYmENh2yyem132x9Zvan34bx44NH1Oof+FTb2MJPvhoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP735MDFCe8m0qQkEthEKV1Ljo3nwwaeDgI65/uCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRarh8mRmgvmTIxQvI0dgcL20q5cPWW02lT56vfxsEnfb7jXuon1qi28amaxD34xBrVNj5Vk7gHn1ij2sanahL34BNrVNv4VE3iHnxijWobn6pJ3INPrFFt41M1iXvwiTWqbXyqJnEPPrFGtY1P1STuwSfWqLbxqZrEPfjEGtU2PlWTuAefWKPaxqdqEvfgE2tU2/hUTeIefGKNarvsw8SIqlHXPU19QW4bLJ+YrnciWrGp/em3cfCJTnJNk/qpgXmrGx98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqR98tIBOqZ/efJgYob1k2tQEAtsIhSup8dE8+ODTQUDHXH8GfDbaaCP37LPP+oV11lnHTZw40bfxoX60gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pn958ht1yyy0t/RFSBBBAAAEE3vkCG2ywgXvmmWf8ga677rrumGOOeecfNEeIAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCMwBAtwxYiZOMneM0Hj44KMFdEr94KMFdDqY+hk9erSbOnWqH3j8+PFu0qRJvs2MS22NDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfl+mFihPaS6WC+eKsbsHxi6tZT/U3tT7+NY8eMjzrz+GgdfPDpJDCQb7zxxvkdI3iURndmthbXZ22FDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUT28+TIzQXjJtagKBbYTCldT4aB588OkgoGOuP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ2W64eJEdpLpkyMkDwOH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pn6HzYWKEtpcphSt5mBihefDBp4OAjrn+4KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdDor64eJEdpeprPyxMgN14RN7U+/jWOHW77VSQ2B7O6342pqf/CRp92H1I82wgcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaDTcv0wMUJ7yZQvtiUPd0TQPPjg00FAx1x/8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOqV+8NECOp2V9cPECG0v01l5YuSGa8Km9qffxrHDLc/oqSGQ3f12XE3tDz7ytPuQ+tFG+OCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRarh8mRmgvmfLFtuThjgiaBx98OgjomOsPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp7OyfpgYoe1lOitPjNxwTdjU/vTbOHa45Rk9NQSyu9+Oq6n9wUeedh9SP9oIH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE6pH3y0gE7L9cPECO0lU77YljzcEUHz4INPBwEdc/3BRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvolPrBRwvodFbWDxMjtL1MZ+WJkRuuCZvan34bxw63PKOnhkB299txNbU/+MjT7kPqRxvhg48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Cn1g48W0Gm5fpgYob1kyhfbkoc7ImgefPDpIKBjrj/N+5xxxhlu+vTpfuCll17abbjhhr5d/oNTbzmdNnW++m0cO1p80uc89OITJNLv+KRdQi8+QSL9jk/aJfTiEyTS7/ikXUIvPkEi/Y5P2iX04hMk0u/4pF1CLz5BIv2OT9ol9OITJNLv+KRdQi8+QSL9jk/aJfTiEyTS7/ikXUIvPkEi/Y5P2iX04hMk0u9lHyZGpJ266m3qCyrbWPnEdLUDpZWa2p9+Gwef0olOLFI/CZSoC58II9HEZwBl9OjRburUqX5h/PjxbtKkSb6NT6Jooi58IoxEE58EStSFT4SRaOKTQIm68IkwEk18EihRFz4RRqKJTwIl6sInwkg08UmgRF34RBiJJj4JlKgLnwgj0cQngRJ14RNhJJr4JFCiLnwijEQTnwRK1IVPhJFo4pNAibrwiTASTXwSKFFX2YeJERFOr82mJhDYdssnptd9sfWb2p9+G8eODR9TqH/hU29jCT74aIGBlIkR3ShV1+Hnq2oS9+ATa1Tb+FRN4h58Yo1qG5+qSdyDT6xRbeNTNYl78Ik1qm18qiZxDz6xRrWNT9Uk7sEn1qi28amaxD34xBrVNj5Vk7gHn1ij2sanahL34BNrVNv4VE3iHnxijWobn6pJ3INPrFFtl32YGFE16rqnqQkEtsHyiel6J6IVm9qffhsHn+gk1zSpnxqYt7rxwUcLDKRMjOhGqboOP19Vk7gHn1ij2sanahL34BNrVNv4VE3iHnxijWobn6pJ3INPrFFt41M1iXvwiTWqbXyqJnEPPrFGtY1P1STuwSfWqLbxqZrEPfjEGtU2PlWTuAefWKPaxqdqEvfgE2tU2/hUTeIefGKNarvsMyx7nnqrulrzPVOmTHFjx45tfuB3yIj46BOJDz5aQKfUDz5aYCC9/fbb3YwZM/zCwgsv7JZbbjnfpn60Hj74aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdUj/4aAGdluuHiRHa621LyyfmbdvwbLIhfPSJwgcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaDTcv3wKA3tJdOmHjlhGynfykNuuCZsan/6bRx8ak541E39RBiJJj4JlKgLnwgj0cQngRJ14RNhJJr4JFCiLnwijEQTnwRK1IVPhJFo4pNAibrwiTASTXwSKFEXPhFGoolPAiXqwifCSDTxSaBEXfhEGIkmPgmUqAufCCPRxCeBEnXhE2EkmvgkUKIufCKMRBOfBErUhU+EkWjik0CJuso+TIyIcHptNjWBwLZbPjG97out39T+9Ns4dmz4mEL9C596G0vwwUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT66c2HiRHaS6ZNTSCwjVC4khofzYMPPh0EdMz1Bx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toNNy/TAxQnvJlIkRkqexO1jYVsqFq7ecTps6X/02Dj7p8x33Uj+xRrWNT9Uk7sEn1qi28amaxD34xBrVNj5Vk7gHn1ij2sanahL34BNrVNv4VE3iHnxijWobn6pJ3INPrFFt41M1iXvwiTWqbXyqJnEPPrFGtY1P1STuwSfWqLbxqZrEPfjEGtU2PlWTuAefWKPaxqdqEvfgE2tU22UfJkZUjbruaeoLcttg+cR0vRPRik3tT7+Ng090kmua1E8NzFvd+OCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/eCjBXRK/fTmw8QI7SXTpiYQ2EYoXEmNj+bBB58OAjrm+oOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtBpuX6YGKG9ZMrECMnDozQ0Dz74dBDQMdcffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATmdl/TAxQtvLdFaeGLnhmrCp/em3cexwyzN6aghkd78dV1P7g4887T6kfrQRPvhoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ1SP/hoAZ2W64eJEdpLpnyxLXm4I4LmwQefDgI65vqDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQ6aysHyZGaHuZzsoTIzdcEza1P/02jh1ueUZPDYHs7rfjamp/8JGn3YfUjzbCBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toNNy/TAxQnvJlC+2JQ93RNA8+ODTQUDHXH/w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6nZX1w8QIbS/TWXli5IZrwqb2p9/GscMtz+ipIZDd/XZcTe0PPvK0+5D60Ub44KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdFquHyZGaC+Z8sW25OGOCJoHH3w6COiY6w8+WkCn/VA/b775pnvqqafciBEj3PDhw/0OW3tmXk0dV1Pj2LGU/+I1mONran/6bRx8OlcD9aON8MFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+i0XD9MjNBeMm3qCwbbSPnEyA3XhE3tT7+Ng0/NCY+6qZ8II9HEJ4ESdeETYSSa+CRQoq5efGbMmOEmTpzoLrzwQnfNNddEozj3xS9+0e2xxx5u7bXXLvTbwqGHHuquv/56t+eee7pPf/rTlTx09NOfX2+88Ybf15dfftktuOCC7uCDD3brrLNO2NXKuznuv//+ef/555/v5p9/fr/c7XGFbYZBytssj6O2GcZIvZfHSa3TbV839fPYY4+5XXbZxc0333zuggsuqAwd74+5nXTSSd7ajr+XVxjnmGOOcVdeeaXbbbfd3Gc/+1k/xGc+8xn3+uuvuxNOOMEts8wyctgwzsxO9LGNdOMjdyYLm9qffhsHn05nnvrpJMTPlxbCBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqBx8toFPqpzcfJkZoL5k29Qti2wiFK6nx0Tz44NNBQMdcf/DRAjrttn7uu+8+P/nhb3/7mxzw1FNPdTvssENhHZsM8fvf/9799Kc/dbvvvnshixea+nO5iXFee+01/0V+2L+ddtrJnXLKKWGx8n7AAQe4I444Iu9//vnn3SKLLOKXu92fTtssj6O2me9IolEeJ7FK113d1M9dd93lVlppJT9mq9Xy7y+99JIzU3vZRAibhGD/HHXUUe7//u//3FZbbeXOOeccn3f7r3BcNgnj17/+tfvJT37ivvrVr/qPDxs2zL/feuut7kMf+pAcMozDxIg0Ez5pl9CLT5BIv+OTdgm9+ASJ9Ds+aZfQi0+QSL/jk3YJvfgEifQ7PmmX0ItPkEi/45N2Cb34BIn0Oz5pl9CLT5BIv+OTdgm9+ASJ9Ds+aZfQi0+QSL/PSh8mRqTNu+qdlSemqx0ordTU/vTbOHaY3XxxUuKoLPbbcTW1P/hUTnWlg/qpkBQ68ClwVBbwqZAUOrrxmTZtmhs7dqx7+umn/WcPP/xw/3/ijxkzxt1+++3uj3/8ozvrrLPcLbfc4nP7Qtu+2A6vo48+2tkX0ttuu61bf/31Q3flvanrahPjlCcp2F0j7Pjtrgfllz1WZIkllsh9LG9iYkR5m/FxddpmeR/j5XicuH8w7W7qJzUxwh7D8t73vtdv8sknn3QLLbSQnxhx2WWXubPPPtt95CMfkZNoUvsajis1MeLLX/6ysztyfOc733GjR49OfTzvC+MwMSInKTTwKXBUFvCpkBQ68ClwVBbwqZAUOvApcFQW8KmQFDrwKXBUFvCpkBQ68ClwVBbwqZAUOvApcFQW8KmQFDrwKXBUFvCpkBQ68ClwVBbwqZAUOvApcFQW8KmQFDpmpc+w6dOnD/yvd4VNNr8wZcoU/6VI8yO/M0bER59HfPDRAjqlfvDRAjqlfmbe5xvf+Ib/P/ltpKuvvtqtueaalUGzv4+4zTbbzF133XXuYx/7mLv88ssr68xOHTYxItzxIez3eeed5zbeeOOwmL//9a9/deutt16+bI2pU6e6//iP/yj0dVoYim122qdOeTc/X/fcc4/78Ic/7IeyOrGXTTIJj7QIEyN80MC/dtxxRz+54kc/+pF/vEsDQw56iG58Bj34O+CD+OiTiA8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1E9vPkyM0F5vW0rhamp88NECOqV+8NECOqV+Zs7n/vvvzx89YBMkDjrooNoB//SnP7mNNtrI57fddpuzO0rY64ILLnAPPPCA++QnP+kWX3xx/+gE67c7SIR1bNle9qiF73//+/7/7reJFquuuqrv//e//+1+85vfOJuEcO+997oVVljBT8DYdNNN3fzzz+/XsX898cQT7uc//7m/g4M9qsHuPmCTNew4VlllFbfhhhv6/cg/UNOIJymMWm1j9/QtF7vR//VFt9ruv8g/8ZvN3/TtAw880NldMezYL7nkEt/33yc96f79+nT38B9/7pffPfaj7qpDN8g/a42TTz7ZTxC44LFF3dIb7ObenPGau3iHhf06YZtf/OIX/XrxB7f67bvcXf/vAPfART9xYT3LsloulAAAGEtJREFU6yZj2Pr2evWFJ7L9OcnNs8DCbplsexPmu8Q/4uSFF15w5mj/LLroom79w69xT938e/fSQ7e4kUv+p1tslQ3c4h/5jAvH+/DDD7vTTjvNjRw50tljUuxuIuH16quvOpuQYK/99tvPDR8+3JUnRlx44YXuqquu8o9WsfX22msvt9RSS7k999zT3XTTTX7yjY1pY9vLHs9i+7j99ts7e6TLH/7wB7/Osssu6z71qU+5rbfe2oVHZdj6qYkRxxxzjK+pCRMmuPe85z22mn91W1fPPfecO/7449273/1uZ3efOOGEE5zd3cJq1O5QUffi+lMnM9CPDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKeV+sm+QKh92d0k7J8mXtntsWd6mKb2p9/GMRh8dHngg48W0Cn1g48W0Cn1M3M+p5xyit2Zyv/z8ssvJwcLfy5nXzK3skdm+H9eeeWVfN3sC3f/+Z/+9KetbMJBK3tEhF/+1re+la9jDRsn+8I83142mcLn2WMXWhtssEHeH/bH3rO7V7SyCQH5ONnECb9e9qV5a/PNN09+5le/+lW+fl0j+4I//+yqX/553t7o1Odbm/6/V/0/9tns8QytUaNG+Tz7Aj9fL5sY0drkjOmtbFJB3vfII4/km8smB+T9Nr6NufEvpxX6wnEGy+C8ya9eac270GJ+3Xjfssd35OPHjbC/4w671n9m7vkWLOxX2E42GaGVTUrJ9yH02/sHdzo2HzKcIzvuMHYIbR/C57LJDL77zjvvzPusY7fddsuXw7p2vux15JFH+ix7FItftn8tt9xyvm/8+PGVz9nnt9xyS19XwSebTOLX+8lPfpKPEbZj9Rleqq7WWGONQl2FY7B9ySZo5Pux//77h+GS71x/kix5Jz45RbKBT5Il78Qnp0g28Emy5J345BTJBj5JlrwTn5wi2cAnyZJ34pNTJBv4JFnyTnxyimQDnyRL3olPTpFs4JNkyTvxySmSDXySLHknPjlFsoFPkiXvLPvY/1lZ+wq/IK5doYegvOEePpqv2tT+9Ns4doD45Kc52cAnyZJ34pNTJBv4JFnyTnxyimQDnyRL3tnJx774tS+VV1999fwz5UanP5fjiRH22X322cePaV8yxy8b56tf/arP1l9//TwKn7cv4rO7RrTuuOOO1rnnntvK7jLg17Uv9N98802/fpgYEb4Ity+xr7/++lZ2l4FWdseI5HbzDUWNeGJEdheDlm3Dxjz//POjtVqta68dmGxg+3bXXXf5dWy9MEnh0UcfbWV3VvD9dhz2sixMprDJG+HVaZvBudM2w3jl97LNt7/9bT8RZeedd8732/bdzkt214fW5MmTW3YerM/2N7xmdmJEdveO1qRJk/Jt2nZuuOEGP7yaGGH7Yftjk0ps/ewOJvkYxx13nJ9YY0bdToyoq6vRo0f7ceO6ChMjbB/sH/t5ML9rrrkmsCTfO/18JT9U6gznvdTd82K/jWMHgI8+jfjgowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv305sPECO0l06Z+QWwboXAlNT6aBx98OgjomOsPPlpAp53qJ3tUgP8ieJtttqkMlD2iovXNb36zlT1ew/9j7fDPpZdemq8fvoC2O0bY68Ybb8y/0I7/D367I8Viiw3cCSHc1cEmNIQvo7NHaORjWiN7pEOehS+o4y//7Yvz+GUTHMJYdXe/COvHkxRsfw877DD/2c9//vNhFf8eJnlkj41o3X333fn4YWKErfSLX/wi77fjChMRbLLB008/nY/XaZvh7y3dbDMfNGrENvalfvwaN26c30e7m0e8TzYBIZg9++yz/iMzOzHCBnnyySfzca1tx2YvNTHCvGJXW/9///d/8/22c2rjdDMxQtVV9uiPfN9CXcUTIzbeeOPWjBkzbPMdX51+vjoOkK0Qzns366p1+m0c21d81BnDR+vgg08nAZ1z/cFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+iU+sFHC+i0XD9MjNBeMm3qF8S2kfKJkRuuCZvan34bB5+aEx51Uz8RRqKJTwIl6sInwkg08UmgRF2dfOxRFfbFuD3+oPyaOHFi/gVy+PI8vH/961/PVy9PjLAg3IHhO9/5Tr7eZZddlo/3z3/+0/eHSQATJkzI14sb4REbBxxwgO+Ov/wvf4keTzzodNzxujYxIv5iPEyqsC/Hw50f7K4UdRMj7M/lLbbYIj+2YHTRRRfFh9LqtE0b56WXXupqm4WB31qIbR566KHCKrvuuqvfv/gRFraC3Ykj7O/NN9/sPzNUEyPiWgk7H5vbhAYz6mZihKorG+OTn/ykP+5QV/H5t7tddPvqVGfdjGP7Y//M7KvfxrHjwUefVXzw0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX5682FihPaSaVO/ILaNULiSGh/Ngw8+HQR0zPUHHy2g0071s9122/kviO3/ki+//vGPf7TsLhBHH320/8faYcJDp4kR9qgG+8Ld1g8vm3xhffYlfXjZdq3P7mTw0Y9+tPKP9Vtuj8ywV/zlfxgjfg/r/+1vf4u7K+3yJAVbYaWVVvLbOuecc/z6V199tV+2R3rYBIL4S/p4Uob9feORRx7xx2D7av985Stf6XmbNk6YPNJpm5XBs47Y5pVXXimsEu688LWvfa3Qbwthn+2OG/YaqokRZ555pt9+/C+bnBL2z2zMqJuJEaqu1lprrfzxJ6Gu4okRVhvdvjr9fHUzTlN/X+23cezY8dEVgA8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1A8+WkCn1E9vPkyM0F4ybeoXxLYRCldS46N58MGng4COuf7gowV02ql+vvvd7/ovnpdbbrnageI/T1dffXW/fqeJEY8++mj+hbZ96fz666/nX0Zfe+21+bbCZITw5Xfd+0477eQ/E778t0dypF4zMzHiBz/4gd/nzTff3A8dJhMceOCBfllNjLDHUJhh2P/DDz+8snupyRjxNs15991392N02mZl8KwjtrGx4lc4FnskSPkV9rmbiRH33XdffowvvPCCHyqeVBDGHsyjNOK6COPYezinl19+edcTI3qtq9QxxPtQ1+7081X3ubg//vmK+3tt99s4tv/46LOIDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUDz5aQKfUT28+TIzQXjJt6hfEthEKV1Ljo3nwwaeDgI65/uCjBXTaqX7s7gjhi3G7U0DqFf48nTZtWr5up4kRNs6GG27o1//e977X+sMf/uDbyy67rL/7QtjO+PHjff8OO+wQuuR7/OV/asXwJXovd4z4r+/+2Q9177335sdnEx3CWPaoDXupiRFh4kGwtHe740b8Sk2MiLf52GOP5ZNHOm0zHje0Yxs7Z/Er7J+aGBG2Gd8xolw/l156aW7U9MSIs846K95l37bjCKYPPvhg1xMjVF2Feo43xsSItkbKp5321irXT2+fHli7qf3pt3Hs6PDRFYEPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp+X6YWKE9pJpU78AtY2UT4zccE3Y1P702zj41JzwqJv6iTASTXwSKFEXPhFGoolPAiXq6uTz0ksvtUaNGuW/fN5ggw38nR2ij/tm+HNnzz33zL+k7mZixK9//Wu//iqrrNLaeeedffs73/lOYXj7ot6++LZJCPbYhPLLHr8xbty4Vni8Rfzlf3ldWw6TGQYzMcI+H+6IYY9YsP2yu0DYYzTsVTcx4uKLL/br2vonnXRS/rgRO+74sQypiRE2bthmeEREN9u0z5VfsY2ds/jVy8SIG264IT8eGzN+hTtc2LE2PTFi//33jzfl27/97W/z+gh1GJx+8pOf5Ovb/tg/t956q+9TdWXj7LLLLoW6YmJETuknn5Trp5321up0/elmtHDeu1lXrdNv49i+4qPOGD5aBx98OgnonOsPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9RPbz5MjNBeMm3qF6C2EQpXUuOjefDBp4OAjrn+4KMFdNpN/Zx77rn5F+Hrrbdeyx6DEL+eeOKJ1l577ZWvY19AdzMx4p///GfhM/a5e+65Jx66ZY9vCF9qn3nmmYXMlkNmkxLsFX/5X1j5rYWZnRhx1FFH5du0bR9yyCH5ZlITI1588cXW6NGj/WfsDhk2iSKeWHDQQQfln6+bGNHrNvMBS43YpvzFdi8TI+LzdsQRR+RbsTtghPNh72pixDPPPJOva5MVwv4ceeSRvn+rrbbKx40fQRJPaJk6dWo+ycTuKBL+XtfNxAhVV6eddlq+b6GumBiRn47cud0z+FY3159Oo4fz3mm9Tnm/jWP7i48+a/jgowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Wq4fJkZoL5k29QtQ20j5xMgN14RN7U+/jYNPzQmPuqmfCCPRxCeBEnXhE2EkmvgkUKKubn222267/Mti+9LbvqzebLPNWh/96EfzfruzhN3BwfJuJkbYboQ7RdhnPvWpT+VfkEe72IrvRLH55pu37M4Bm266ab7dAw44IF89/vI/74waMzsx4qGHHsq3a/sc+6UmRuy00075+g888EC+J3YM9nn757rrrvP9dRMjet1mvpFSI7axvyvEr14mRtjn4vNuEz7i5XBcamKEjbHUUkv547eJI3aHBnt1mhhhY9u5nzBhQn4nE6u7559/Pv/CvpuJEbatXuqKiREmNvBq6u+ZNlr88/PW8D2/NbU//TYOPp1LgfrRRvjgowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv305sPECO0l06Z+AWoboXAlNT6aBx98OgjomOsPPlpAp73Ujz22IDxWI3z5be8jR45sbbHFFi37Av/+++/3X3bHjz0YP3687/vZz35W2ZmrrrrKZzbO6aefnpwYYY/QiB/RELZtkxwOPfTQwiM2brzxRj/eYostVtmWdYSJEXbHAPV67bXX8v1a5/DrC6uGSQA2OSR+3Xvvvfln7E4Rl156ab5sX/jHL/s7yNixY31u49gxxtu8+eab49XziQfLLrtsob+8zUJYWohtbPvxa++99/b7Ep+3kAfveJ/sbg32KJCQ2bsdR3w+p02b5oeIJ4yEMe39pz/9af75cFwTJ070fZ///OfzVW1cG/973/tepf7M8PrrB85P+HtdmMRz7LHH5mOE/bz99tvzvrq6snr+xje+UairumPIB6tp9PLzVTNEPuGjLu+2P/h0u37dek2NY+PjU6c80I8PPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9QPPlpAp9RPbz7DbPXsl73J17/+9S/fP2LEiGTeS2d2e2S36qqr9vKRyrpN7U+/jWMHik/ldBc68ClwVBbwqZAUOvApcFQW8KmQFDrwKXBUFnr1yR4F4R599FF31113ueyRCm711Vd3SyyxhB93Zv++0enP92yygbvtttvc448/7hZffHG35ppruuxL7MoxdRqn8gHR8elfv+bTC784XKylo6b2p9/GsaO+4oor3FxzzeUWXXRRl01ScPPMM4/GKKXZXSXcI4884s/ne9/73lI6sDhmzBiX3W3DXX311W7dddd12eNW3B133OGWWWYZ96EPfSjf5mB9ynX1wQ9+0NfVzNaz7X2vP18pgMEeV3msfhsHn/IZqi5TP1WTuAefWKPaxqdqEvfgE2tU2/hUTeIefGKNahufqkncg0+sUW3jUzWJe/CJNaptfKomcQ8+sUa1jU/VJO7BJ9aotvGpmsQ9+MQa1TY+VZO4p+zDxIhYp8d2U78gts2WT0yPu+JXb2p/+m0cfDpXA/WjjfDBRwvolPrBRwvolPrRPm/HxJHyxIi6PeLvP3UyA/344KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdEr94KMFdDo71A8TI/Q5lGlTJ9g2whcnkhofzYMPPh0EdMz1Bx8toFPqBx8toFMmRmgffr7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX7w0QI6pX5682FihPaSKRMjJI/DBx8toFPqBx8toFPqBx8toFPq5+3zYWKEtuY/bPDRAjqlfvDRAjqlfvDRAjqlfvDRAjqlfvDRAjqlfvDRAjqlfvDRAjqlfvDRAjqlfvDRAjqlfnrzYWKE9pIpX5xIHiZGaB588OkgoGOuP/hoAZ1SP/hoAZ02WT9vx8SIk046yT3//PNuu+22c0sttVTtwTV1XE2NYzvKf9jUni4f4IOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtAp9YOPFtBpuX6GTZ8+vaU/0kw6ZcoUN3bs2GYGeweOgo8+qfjgowV0Sv3gowV0Sv3gowV0Sv1on61++y6/wm82f1OvOIem1I8+8fjgowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Sv3gowV0Wq4fJkZor7ctLZ+Yt23Ds8mG8NEnCh98tIBOqR98tIBOqR98tIBObWLEC/fe4F4+b083btw4d9RRR+kPzGEpP1/6hOODjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQKfWDjxbQabl+eJSG9pIpt0qWPDwqQvPgg08HAR1z/cFHC+iU+nn7fN6OR0Xoo2mnTZ33psaxPbNbmWV3L3Nrr72223PPPd2xxx7b3uEuW03tT7+NE3xWXXXVLiXSq/XbcTW1P/ikz3fcW75VYJx1227qfPXbOHb8+OgqwAcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6gcfLaBT6qc3HyZGaC+ZNvULPtsIhSup8dE8+ODTQUDHXH/w0QI6pX60DxMjtI/VDxMj6o34+aq3sQQffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATqkffLSATsv1w8QI7SVTJkZIHu6IoHnwwaeDgI65/uCjBXRK/bx9PrPLxIg33njDPf30026RRRZxI0aMkEBN1w8TI+q5y39xr1+zPmnqfPXbOHbE+NSfd3y0DT74dBbQa3D9wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6JT6wUcL6LRcP0yM0F4ybeoXxLaR8omRG64Jm9qffhsHn5oTHnVTPxFGoolPAiXqwifCSDTxSaBEXfhEGIlmmBgxaZt53BVXXOEnHqyxxhqJNdtdTz31lPv73//uXn75ZTdmzBj3/ve/3y2wwALJCQsnnHCCu/HGG93JJ5/cHqDUskkPtk37893OV5j4YP32uYkTJzp71lp4jRo1ym2zzTZu7733dssuu2zozt/D3xNsrEMPPdRtueWWfswzzjjDr7PUUkvJ/bGV9t13X3f77bf7Y/z4xz/uvv/97/MojVy43eDnq22RauGTUmn34dO2SLXwSam0+/BpW6Ra+KRU2n34tC1SLXxSKu0+fNoWqRY+KZV2Hz5ti1QLn5RKuw+ftkWqhU9Kpd2HT9si1cInpdLuw6dtkWrhk1Jp9+HTtki1yj5MjEgpddkXvhgIXzB0+bHkauUTk1ypQ2dT+9Nv49hh46NPPj74aAGdUj/4aAGdUj/aJ0yMOGiZm9y4cePceuut56688srkhx566CG36aabujvvvLOQjxw50h133HFuwoQJef8TTzzhllhiCbfPPvu4SZMmufvvv9+9+OKLbvjw4fnEh7Dy8ccf7ycdnHjiiW777bf3+euvv+7WX399d91114XVku9XX321W3fddQtZ+HvC/vvv74499lg3efJkd/PNN7tvfetb+Xq2P8stt1y+HDeee+45t+iii+Zd2223nbNJFXvuuacfLw+6bIT9mdm/j/XbOHb4/HzpIsAHHy2gU+oHHy2gU+oHHy2gU+oHHy2gU+oHHy2gU+oHHy2gU+oHHy2gU+oHHy2gU+oHHy2g03L9/H8ajz9FiCcJQAAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "e0c4fed2",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b720e806",
   "metadata": {},
   "source": [
    "Design a 4-stage pipeline. Allocate resources to FC1 and FC2 first, since they are the major MAC users. Assume that an MxM matrix multiplication tile takes M cycles to be computed. Try different sequence lengths to find a compromise between usability and performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "67b3a2df",
   "metadata": {},
   "outputs": [],
   "source": [
    "D = 768\n",
    "S = 128\n",
    "H = 64\n",
    "N = 12\n",
    "F = 3072\n",
    "freq = 300e6\n",
    "\n",
    "DSP = 6840\n",
    "PE = DSP*2 # double count DSPs for 2 INT8 muls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "c5561cfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.6875"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(S*D+D*F/2+(S*F/2)*4+S*D+D*(F/2)+(S*F)*4) / 2**20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "e4e09fba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "58.48076606885378"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(PE / 4)**.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "fc05a51e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BRAM Utilization across both stages: 6.193152 MB\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "Stage 3 and 4 tile design\n",
    "'''\n",
    "M3 = np.arange(32, 82)\n",
    "stage3_mm = np.ceil(S/M3)*np.ceil(D/M3)*np.ceil(F/M3)\n",
    "stage3_cycles = stage3_mm * M3\n",
    "stage3_fps = freq / stage3_cycles\n",
    "\n",
    "# print(f'We can afford up to {math.floor((PE/2)**.5)} tile size with {PE//2} PEs in stage 3.')\n",
    "# print(f'77x77 PEs gives the most bang for buck: {stage3_cycles[M3==77][0]} cycles')\n",
    "# print(f'DSP Utilization: {2*(77**2)//2}')\n",
    "print(f'BRAM Utilization across both stages: {(S*D*2+D*F+S*F+S*F*2+F*D+S*D)/1e6} MB')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "635d2f06",
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "Stage 2 design \n",
    "'''\n",
    "M2 =  np.arange(32, 82)\n",
    "stage2_mm = N*(np.ceil(S/M2)**2*np.ceil(H/M2)*2) + np.ceil(S/M2)*np.ceil(D/M2)**2\n",
    "stage2_cycles = stage2_mm * M2\n",
    "stage2_fps = freq / stage2_cycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "9ca1b549",
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "Stage 1 design\n",
    "'''\n",
    "M1 = np.arange(32, 82)\n",
    "stage1_mm = 3*np.ceil(D/M1)**2*np.ceil(S/M1)\n",
    "stage1_cycles = stage1_mm * M1\n",
    "stage1_fps = freq / stage1_cycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "aa383c1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zZswY3nrrLaZNm8Z1111Xtr+IVFnXueeeW1bXmjVreO2113C5XCxevJiLL76YTz75hKFDhx71HLVNW+4akUj/SP47+L+MnjOa8d+OZ+b5MwnyCfJ2WUoppepKFS1stWXXrl1ERkYyevRogoODmT59OgAhISFkZ2cTHR3NwYMHCQoKIiwsjL179zJ37lwGDhxIp06d2LJlC9u2baNNmzYVRrsOGTKEKVOmMGXKFESE3377jR49elR476KiIkaNGsU111zDpZdeWml9oaGhxMXF8cknnzBy5EgKCwtxu90EBgYyduxY+vTpQ7NmzUhMTATgvPPO46WXXmLgwIG4XC7S09MrtN717duX8ePHs2nTJtq1a0deXh6pqanExsaSl5fHBRdcQN++fWnXrl0Nf9PVpy13jUxCeAL/GvAvtmRu4d4f7sXtcXu7JKWUUo3YqlWr6NOnD927d+fJJ5/k73//OwA33XQT559/PoMGDaJbt2706NGDxMRErr/++rIuzYCAAF544QWGDh1K//79iYmJISwsDICHHnqI4uJikpOT6dq1Kw899NAR7z1r1ix++OEHpk+fTvfu3enevTvLly8/Yr+ZM2fy3HPPkZyczOmnn86ePXsAiImJoXPnzmWtdgDjxo2jVatWJCcn061bN95+++0K52rSpAnTp0/nyiuvJDk5mb59+7Ju3Tqys7MZPnw4ycnJDBgwgGeffbZGvt8TIVU1V55KUlJSTEOZv6Y63lv3Hk8seoLRnUdzX5/7vF2OUkqpWrJ27dpKuysbipycHIKDgzHGMH78eNq3b89dd91VJ++dl5dHUlISv/76a1morI8q+41FZJkxJqWy/bXlrpG6vNPljO48mjfXvsms9bO8XY5SSilVqVdeeYXu3buTmJhIVlYWN998c52877x58+jUqRO33357vQ52J0Jb7myNreUOwO1xc/u3t7Ng1wJeGPwCp7c4/Yh9copy2JW7i1051mN37m7C/MIYmzgWl0MvyVRKqfquobfcqWM73pY7/du7EXM6nDwz4BnGzB3D3d/fzbikcezP318W5Hbl7iK7KLvCMb4OX4o8RWxI38BTZz6lAU8ppZRqYPRv7kYuyCeI/55tjaD996//JtAVSGxwLLHBsXRv2p0WwS1oHtyc2CBrXZR/FNNXT2fyssm4jZuJZ03Ex+Hj7Y+hlFJKqWrScHcKaB7cnDkXz6GgpIBQ39Aq5+8BuK7rdTjEwaSlk/B87+GfZ/0TH6cGPKWUUqoh0AEVpwg/px9hfmHHDHalrk28lvt638e87fO4+/u7KXYX13KFSimllKoJGu7UUY3uMpoJfSbw3Y7v+Ov8v1LkLvJ2SUoppRqIf//73+Tl5dXqe/zxxx/06tWrbLTtSy+9VGH7JZdcwpYtWyqsu+iii+jatWvZ6+eff55p06bVWo1jx47lgw8+qLXzV0bDnarSVZ2v4u+n/Z35qfO587s7KXQXerskpZRSDUBdhLvmzZuzYMECli9fzqJFi5g4cSK7du0CYPXq1bjdbuLj48v2/+ijjwgODq5wjuuvv57nnnuuVuusaxru1DFd3ulyHu73MD/u/JG/fPcXCkoKvF2SUkqpeiI3N5dhw4bRrVs3unbtynvvvcdzzz3Hrl27GDRoEIMGDQLg1ltvJSUlhcTERB555JGy4+fMmUOnTp3o378/d9xxB8OHDy877/XXX0/v3r3p0aMHn3766RHv7evri5+fHwCFhYV4PJ6ybW+99RYjRowoe52Tk8PkyZPL7qBRKjAwkDZt2rB48eIjzr93715GjRpFt27d6NatGwsWLOChhx7iP//5T9k+Dz74YFk4/Oc//0lSUhLdunXj/vvvP+J8y5YtY8CAAfTq1YshQ4awe7d1H/jnnnuOLl26kJyczBVXXHGMb7wajDH6MIZevXoZVbUPN3xokqYnmRu/vNHkFed5uxyllFLGmDVr1nj1/T/44AMzbty4steZmZnGGGNat25t9u/fX7Y+LS3NGGNMSUmJGTBggFmxYoXJz883cXFxZsuWLcYYY6644gozbNgwY4wxEyZMMDNnzjTGGJORkWHat29vcnJyjnj/7du3m6SkJBMQEGCef/75svVnnXWWWblyZdnrO++803z00Udm69atJjExscI5nnjiCTNp0qQjzn3ZZZeZZ599tqzuzMxMs3XrVtOjRw9jjDFut9vEx8ebAwcOmDlz5ph+/fqZ3NzcCp/32muvNe+//74pKioy/fr1M/v27TPGGPPuu++a6667zhhjTPPmzU1BQUHZZz1cZb8xsNQcJdPoaFlVbX9q/ycc4uDhnx/m9m9uZ8rgKQS4ArxdllJKKdvTi59mXfq6Gj1np8hOVd7GMikpiXvuuYf77ruP4cOHc+aZZ1a636xZs5g6dSolJSXs3r2bNWvW4PF4iI+Pp23btgBceeWVTJ06FYCvvvqK2bNnM2nSJAAKCgrYvn37EZP5tmzZkpUrV7Jr1y5GjhzJJZdcQkxMDLt376ZJkyYALF++nE2bNvHss8+ybdu2I2pr2rQp69Yd+b19++23vPHGGwA4nU7CwsIICwsjKiqK3377jb1799KjRw+ioqKYN28e1113HYGBgQBERkZWONf69ev5/fffOffccwFwu900b94cgOTkZK6++mpGjhzJyJEjj/pdV5eGO3VcRrYbiVOc/P3nvzP+m/Hc0eMOOkd1xs/p5+3SlFJKeUGHDh1YtmwZc+bMYcKECZx33nk8/PDDFfbZunUrkyZNYsmSJURERDB27FgKCgowVdwlyxjDhx9+SMeOHatVR2xsLImJifz4449ccsklBAQEUFBgXUa0cOFCli1bRps2bSgpKWHfvn0MHDiQ+fPnA1ZwDAiofmPFuHHjmD59Onv27OH6668vq7eqGSmMMSQmJrJw4cIjtv3vf//jhx9+YPbs2Tz++OOsXr0al+skItrRmvROtYd2yx6fzzd/brrP6G66Tu9qerzRw1z1+VVm4qKJZs6WOSY1O9V4PB5vl6iUUqcEb3fL7ty50+Tn5xtjjPn444/NiBEjjDHGdO3atay7dfny5SY5Odm43W6zZ88e07RpUzNt2jSTl5dn4uLizNatW40xxlx11VUVumXHjx9f9vfJr7/+esR779ixw+TlWZcJpaenm/bt25d1xV5++eXm66+/PuKYyrplb7vtNvPOO+8cse/ll19eoVs2KyvLGGNMYWGh6dChg2nbtq0pKSkxxhgzd+7cKrtlCwsLTUJCglmwYIExxpiioiLz+++/G7fbXfb5i4qKTNOmTY/omtVuWVUnhsUP47Tmp7Fi3wpWHFjByv0r+WDDB7y59k0AovyjSG6SbD2ik+netDu+Tl8vV62UUqqmrVq1ir/97W84HA58fHx48cUXAbjppps4//zzad68Od999x09evQgMTGR+Ph4zjjjDAACAgJ44YUXGDp0KNHR0fTp06fsvA899BB33nknycnJGGNo06YNn3/+eYX3Xrt2LXfffTcigjGGe+65h6SkJACGDRvG/PnzOeecc475GX7++ecKgzxK/ec//+Gmm27itddew+l08uKLL9KvXz98fX0ZNGgQ4eHhOJ1OAIYOHcry5ctJSUnB19eXCy64gKeeeqrsXL6+vnzwwQfccccdZGVlUVJSwp133kmHDh0YPXo0WVlZGGO46667CA8PP74f4TBiqmgSPZWkpKSYpUuXeruMBq3YU8ymjE2s3L+SlQdWsnL/SrYd3AZA58jOvDrkVUJ9Q71bpFJKNTKV3VS+IcnJySE4OBhjDOPHj6d9+/bcddddJ33e/Px8Bg0axM8//1wWwCrz22+/MXnyZGbOnFntc3s8Hnr27Mn7779P+/btT7rWY6nsNxaRZcaYlMr216lQVI3xcfjQOaozl3e6nCf7P8lnoz7jx8t/5PEzHmdj5kbGzxtPXnHtznmklFKqYXnllVfKJiHOysri5ptvrpHzBgQE8Oijj7Jz584q9ztw4ACPP/54tc+7Zs0a2rVrx+DBg+sk2J0Ibbmzactd7fpq21f87Ye/0TumN88Pfh5/l7+3S1JKqUahobfcqWPTljtVL53X5jyeOOMJFu1ZpPeqVUoppWpRrYU7EWkpIt+JyFoRWS0if7HX/0NEdorIcvtxQbljJojIJhFZLyJDyq3vJSKr7G3PiT3WWET8ROQ9e/0iEWlT7phrRWSj/bi2tj6nqr4LEy7kob4P8UPqD9z/4/2UeEq8XZJSSjUK2gvXeJ3Ib1ubo2VLgLuNMb+KSAiwTES+trc9a4yZVH5nEekCXAEkArHAPBHpYIxxAy8CNwG/AHOAocBc4AYgwxjTTkSuAJ4GLheRSOARIAUw9nvPNsZk1OLnVdVwWcfLyC/JZ9LSSfgv8OfxMx7HIdqArJRSJ8rf35+0tDSioqKqnGdNNTzGGNLS0vD3P75LmWot3BljdgO77eVsEVkLtKjikBHAu8aYQmCriGwC+ojINiDUGLMQQETeAEZihbsRwD/s4z8Anrdb9YYAXxtj0u1jvsYKhO/U5GdUJ+baxGvJK8njheUvEOAK4MHTHtT/ISml1AmKi4sjNTWV/fv3e7sUVQv8/f2Ji4s7rmPqZJ47u7u0B7AIOAO4TUSuAZZite5lYAW/X8odlmqvK7aXD1+P/bwDwBhTIiJZQFT59ZUco+qBW5JvIb84n2mrpxHgCuCvvf6qAU8ppU6Aj49P2e27lII6GFAhIsHAh8CdxpiDWF2sCUB3rJa9f5XuWsnhpor1J3pM+dpuEpGlIrJU/8VTt0SEu3rdxeUdL2f66um8tPIlb5eklFJKNQq1Gu5ExAcr2L1ljPkIwBiz1xjjNsZ4gFeA0umoU4GW5Q6PA3bZ6+MqWV/hGBFxAWFAehXnqsAYM9UYk2KMSSm9ubCqOyLCA6c9wEUJF/HC8heYsXqGt0tSSimlGrxa65a1r317DVhrjJlcbn1z+3o8gFHA7/bybOBtEZmMNaCiPbDYGOMWkWwR6YvVrXsNMKXcMdcCC4FLgG+NMUZEvgSeEpEIe7/zgAm19VnViXOIg0dPf5SCkgImLZ1EQUkBXaK64BAHIoIgOMRhvbaXRQQ/px+dIztrV65SSil1mNq85u4MYAywSkSW2+seAK4Uke5Y3aTbgJsBjDGrRWQWsAZrpO14e6QswK3AdCAAayDFXHv9a8BMe/BFOtZoW4wx6SLyOLDE3u+x0sEVqv5xOVxMPHMihe5Cnl/+fLWPG9VuFI+e/qgGPKWUUqocvUOFTe9Q4X1uj5t1Geso8ZRgjMFg8BgPHuMBKFs2GBbsXMCMNTMYlzSOv/T8i5crV0oppepWVXeoqJPRskpVh9PhJDEqsVr79mvej7ySPF5d9SpR/lGM7jK6lqtTSimlGgYNd6pBEhEePO1BMgoyeHrJ00QFRHF+2/O9XZZSSinldXprANVgOR1OJp41kZSYFB746QEW7Frg7ZKUUkopr9Nwpxo0P6cfz539HAlhCdz53Z38fuD3Yx+klFJKNWIa7lSDF+IbwovnvEikfyR/nvdntmVt83ZJSimllNdouFONQpPAJrx87suICLfMu4X9eXrHEaWUUqcmDXeq0Wgd2poXBr9ARkEGt8y7hYNFB6t9rDEGt8d97B2VUkqpek7DnWpUEqMTeXbQs2zJ2sId395Bobuw0v3yivNYsmcJr616jTu/u5PB7w/mrPfOIqcop44rVkoppWqWToWiGp3TY0/nqf5Pce8P93LfD/fxzIBn2JG9g5X7V5Y9NmVuwm3fAKVVSCvahLVhyZ4lbMjYQM+Ynl7+BEoppdSJ03CnGqXz255PekE6ExdPpN/b/cpa8IJ9gkmKTmJc0jiSmySTFJ1EhH8Eu3J2MeTDIWzK3KThTimlVIOm4U41Wld3vhpfpy9r09aSFJ1EtybdaBPWBocceTVC86DmBLoC2ZK1xQuVKqWUUjVHw51q1C7tcGm19hMR4sPi2ZS5qZYrUkoppWqXDqhQypYQnsDmzM3eLkMppZQ6KRrulLK1C2/HgfwDZBVmebsUpZRS6oRpuKtnCordPPfNRiZ8tIrCEp13rS4lhCcAaOudUkqpBk2vuatH5q3Zy6Ofr2ZHej4AmXlFTLmyBy6nZvC6UBrudMSsUkqphkxTQz2wPS2PG6YvYdwbS/F3OXnnxr48PLwLc3/fw/0frcLjMd4u8ZRQOmJWW+6UUko1ZNpy50UFxW5enL+ZF7/fjI9DePCCzow9ow0+Tgf9EqLILijh2XkbCPF38fDwLoiIt0tu1ETEGlSRpeFOKaVUw6XhzkvKd8Fe1C2WB4d1JibUv8I+dwxux8GCYl77aSsh/j789dwOXqr21JEQnsBPO3/ydhlKKaXUCdNwV8f+SMvl0c/W8O26fbRvGsw7N/alX0JUpfuKCH8f1pmcghKe+2Yjof4uxp0ZX8cVn1oSwhL4ZNMnZBVmEeYX5u1ylFJKqeOm4a6OFBS7eWH+Zl6yu2D/Pqwz155udcFWRUR46k9J5BSW8MT/1hLi7+Ly3q3qqOpTT/lBFb1ienm5GqWUUur4abirIyLw+YpdnN+1GQ9ccGQXbFWcDuHZy7uTU1jC/R+tIsjPxfDk2Fqs9tTVLrwdYE2HouFOKaVUQ6Thro74uZx8etsZhPj7nNDxvi4HL43uxTWvL+Ku95YT5OdiUMemNVylahbUTEfMKqWUatB0KpQ6dKLBrlSAr5PXxvamY7MQbpm5jEVb0mqoMlWqbMSshjullFINlIa7BibU34cZ1/UhLiKAG2YsZVWq3iqrpiWEJ7Apc5O3y1BKKaVOiIa7Bigq2I83x51GWIAP17y+iE37sr1dUqPSLrwdaQVpZBZkersUpZRS6rhpuGugmocF8Na403A6HIx5bTE7M/O9XVKjER9mTTejkxkrpZRqiDTcNWBtooOYcX1vcgpKuOa1RaTnFnm7pEah/IhZpZRSqqHRcNfAJcaG8eq1KaRm5HPd9CXkFpZ4u6QGr1lQM4J8gvS6O6WUUg2ShrtG4LT4KJ6/qie/78ziljeXUVji9nZJDZqIkBCWwJbMLd4uRSmllDpuGu4aiXO7xDDxT0n8uPEAf521ArfHeLukBi0+PF5b7pRSSjVIGu4akUtTWvLgBZ3538rdPDL7d4w5voBXUOzmjYXbeGrOWordnlqqsmHQEbNKKaUaKr1DRSNz41nxpOUW8dL3m4kM8uOv53Y45jGFJW5mLdnBf7/bzJ6DBQBkFxTz1KgkRKS2S66Xyt9jNqVZiperUUoppapPw10jdN/QjmTkFvHcNxuJDPRh7BltK92vqMTDrKU7eOG7TezKKiCldQT/uqwbP286wAvzN9MqMohbBybUcfX1Q+mI2S1ZWzTcKaWUalA03DVCIsKTo7qSkVfEPz5bQ0SQLyO6tyjbXlTi4YNlqfz3u03szMynZ6twnr4kmf7tohER+sVHkZqRz9NfrCMuIoALu8V68dN4R0xgjI6YVUop1SBpuGukXE4Hz13Zg7HTFnP3rBWEBfhwRrtoPlyWyvPfbSI1I5/uLcN56k9JnNU+ukL3q8MhPHNpMnuyCrj7/RU0C/Ond5tIL36aulc6YlbnulNKKdXQVGtAhYj0F5Hr7OUmIlJ5P1/FY1qKyHcislZEVovIX+z1kSLytYhstJ8jyh0zQUQ2ich6ERlSbn0vEVllb3tO7CQiIn4i8p69fpGItCl3zLX2e2wUkWur/Y00Iv4+Tl65JoWOzUK49c1fOftf87n/o1VEBfky7brefPzn0xnQoUml19X5uZy8PKYXceEB3PjGUrYeyPXCJ/AuvcesUkqphuiY4U5EHgHuAybYq3yAN6tx7hLgbmNMZ6AvMF5EugD3A98YY9oD39ivsbddASQCQ4EXRMRpn+tF4Cagvf0Yaq+/AcgwxrQDngWets8VCTwCnAb0AR4pHyJPJSH+Psy4vg8tIwOIDPTl9bEpfDL+DAZ1bHrMwRIRdgh0iDB22mLScgrrqOr6ISE8gfSCdDIKMrxdilJKKVVt1Wm5GwVcBOQCGGN2ASHHOsgYs9sY86u9nA2sBVoAI4AZ9m4zgJH28gjgXWNMoTFmK7AJ6CMizYFQY8xCY83t8cZhx5Se6wNgsN2qNwT42hiTbozJAL7mUCA85UQH+/HlnWfx6W39ObtTzHGNgG0dFcQr16SwJ6uAG99YSkHx8U2QXFDs5sNlqSz7I/14y/a60hGz2jWrlFKqIalOuCuyQ5UBEJGg430Tu7u0B7AIiDHG7AYrAAJN7d1aADvKHZZqr2thLx++vsIxxpgSIAuIquJcp6yTmdKkV+sI/n15d37bkclfZy3HU40JkrPyivnvd5vo//R33P3+Cq55bTHr9hw84Rq8Qe8xq5RSqiGqTribJSIvA+EiciMwD3ilum8gIsHAh8Cdxpiq/navLH2YKtaf6DHla7tJRJaKyNL9+/dXUZo6P6k5D5zfmTmr9vD0F+uOut/OzHwe+2wN/SZ+wzNfrqdLbCgvXN2TID8X42YsbVBduzpiVimlVEN0zNGyxphJInIucBDoCDxsjPm6OicXER+sYPeWMeYje/VeEWlujNltd7nus9enAi3LHR4H7LLXx1WyvvwxqSLiAsKAdHv9wMOOmV/JZ5sKTAVISUnR+3Udw7gz27I9PY+Xf9hCXGQgY/q2Ltu2ZtdBpv6wmc9W7kaAC7vFcuOZ8XSJDQUgNjyAy19eyK1v/sqb407D11X/b45Sdo/ZLL3HrFJKqYajWlOh2GGuWoGulH3t22vAWmPM5HKbZgPXAhPt50/LrX9bRCYDsVgDJxYbY9wiki0ifbG6da8Bphx2roXAJcC3xhgjIl8CT5UbRHEehwaEqBMkIjxyYRd2ZubzyKe/0yLcHz+Xk5e+38yPGw8Q5Otk7OltuL5/W1qEB1Q4tnvLcP55STJ/eXc5f/9kFU9fnNwg7n6REJ7A96nfe7sMpZRSqtqOGe5EJJsjuzSzgKVYo2GP1qxxBjAGWCUiy+11D2CFulkicgOwHbgUwBizWkRmAWuwRtqON8aUXr1/KzAdCADm2g+wwuNMEdmE1WJ3hX2udBF5HFhi7/eYMabhXdFfD7mcDqZc2YPLXl7IDTOWYow1YONvQzoy+rTWhAX6HPXYEd1bsHFvDs9/t4mOzUK5of8xZ9TxuoTwBD7e9DEZBRlE+J+SA66VUko1MHKsm8uLyKNY3aBvY13LdgXQDFgP3GqMGVjLNdaJlJQUs3TpUm+X0WDsPVjA45+voX+7aEb2aIG/j/PYBwEej+HWt5bx9Zq9vD62NwM7Nj32QV70886fuWXeLbw+5HV6N+vt7XKUUkopAERkmTGm0vtjVufCp6HGmJeNMdnGmIP2dWoXGGPeA7Qp4xQVE+rP81f15Io+raod7MC6+8Xky7rTsVkot7/9G5v25dRilSevdDqULZl63Z1SSqmGoTrhziMil4mIw35cVm6bDkJQxy3Iz8Ur1/TCz8fBuBlLyMwrOq7ji0o8/LzpwHHPuXciYgJjCPYJ1hGzSimlGozqhLursa6d2wfstZdHi0gAcFst1qYasbiIQF4e04tdmQX8+a1fKXZ7jnnMzsx8Jn25ntMnfsPVry7i7lkrONZlBSdLRIgPj2dzls51p5RSqmGozlQoW4ALj7L5p5otR51KerWO5Kk/JXHP+yt47LM1PD6y6xH7eDyGnzcfYObCP5i3di8GGNypKbHhAbyx8A+6fh/GrQMTarXOduHtmL9jfq2+h1JKKVVTqjNa1h/rHq6JgH/pemPM9bVYlzpFXNIrjo17s3n5hy10iAlmTL82AGTlF/PBslTe+uUPthzIJTLIl5sHJHBVn1a0jAzEGENGXjH//HIdXWJDGdChSa3VGB8Wz0cbP9IRs0oppRqE6sxzNxNYh3W/1sewumnX1mZR6tRy79BObNyXwz8+W4OP08GK1Ew++W0X+cVuerQK59nLu3F+1+YVBm6ICE9fnMTGvdnc/vavfHZ7f1pHHfed8aql9DZkmzI36YhZpZRS9V51rrlrZ4x5CMg1xswAhgFJtVuWOpU4HcJ/ruhOfHQQ93+0io9/28lF3WL5/Pb+fPznMxjVI67SEbmBvi5euSYFh0O46Y1l5BaW1Ep9pSNm9R6zSimlGoLqtNwV28+ZItIV2AO0qbWK1CkpxN+HmTecxvcb9jE0sXmVkyGX1zIykOev7Mk1ry/ibx+s4L9X9azxO1+UjpjVcKeUUqohqE7L3VT7Nl5/x7rd1xrg6VqtSp2SmoX5c3nvVtUOdqX6t4/m/vM7MWfVHl78vuYDmI6YVUop1ZBUJ9x9Y4zJMMb8YIyJN8Y0Bb6q7cKUOh43nhnPRd1ieebL9cxfv6/Gz98uvJ223CmllGoQqhPuPqxk3Qc1XYhSJ8MaYJFMp2ah3PHOb2w7kHtcx2fkFrFm18Gjbk8ISyC9IJ30Ar1FsVJKqfrtqOFORDqJyMVAmIj8qdxjLOWmRFGqvgjwdTJ1TC9rgMXMpcccYFHi9vDtur38+a1lnPbUNwyf8iN7sgoq3VcHVSillGooqmq56wgMB8KxJjEuffQEbqz1ypQ6AaUDLDbty+FvH1R+B4uNe7P5vzlr6TfxW66fvpRftqRzbpcYPAaW78is9Lwa7pRSSjUURx0ta4z5FPhURPoZYxbWYU1KnZT+7aOZcH5nnpyzlhfmb2b8oHZk5RUze+UuPli6gxWpWbgcwqBOTbmkVxyDOjbFYwxfrt7Dqp2ZDO3a7Ihz6j1mlVJKNRTVmQpllIisBvKBL4BuwJ3GmDdrtTKlTsK4M9vy+64sJn21nmV/ZPDTpgMUlXjo1CyEh4Z3YUT3WKKD/Soc07FZCCtTsyo9n4iQEJ6gLXdKKaXqveqEu/OMMfeKyCggFbgU+A7QcKfqLRFh4p+S2Xogl9+2Z3BVn1Zc0iuOxNjQo86DlxwXxpxVezDGVLpPQniC3mNWKaVUvVedcFc66dgFwDvGmPSaniRWqdoQ4Ovko1tPB8DlPPbA8KQW4byzeAc70vNpFRV4xPaEsAQ+2vgR6QXpRPpH1ni9SimlVE2ozlQon4nIOiAF+EZEmgCVDylUqp5xOR3VCnZgtdwBrNyZWen20nvMatesUkqp+uyYf+sZY+4H+gEpxphiIA8YUduFKVXXOsSE4OtysOoo192VjpjVQRVKKaXqs+p0y2KMySi3nAsc3wyxSjUAvi4HnZuHHnVQRdPApnqPWaWUUvVe9fqrlDpFJLcI4/edWXg8R86PpyNmlVJKNQRVhjuxtKyrYpTytqS4MLILS9iaVnnjtN5jVimlVH1XZbgz1vT+n9RNKUp5X+mgiqNddxcfFk9GYQZp+Wl1WZZSSilVbdXplv1FRHrXeiVK1QPtmgTj7+M46nV3pSNmt2RtOan3KSgp4I+Df/DL7l/4eOPHfLjhQ4rdxSd1TqWUUgqqN6BiEHCLiGzDGkghWI16ybVZmFLe4HI6SIwNY9XRpkOJsMLdjV/dSJhfGOF+4YT7hVdYDvc/tM7tcbM7dzd7cvewO3d32XJ6QfoR5/7qj694duCzBPocOceeUkopVV3VCXfn13oVStUjyXFhvLt4B26PwemoOGF308CmTDxzIpszN5NRmEFWYRaZhZmk5qSy+sBqMgszKfIUHXHOAFcAsUGxNAtuRpeoLjQPak7zoOY0C2pG86DmLNq9iMd+eYxxX43jv4P/S4R/RF19XKWUUo3MMcOdMeYPEekPtDfGTLMnMQ6u/dKU8o7kuDCm/byNzftz6BATcsT2YfHDjnqsMYb8knyyCrPIKMzAIQ6aBzUn1Pfotz0DiAuJI8I/gnt/uJdr5l7Dy+e+TGxwbI18HqWUUqeWY15zJyKPAPcBE+xVPuh9ZVUjltQiHIAVOzKP+1gRIdAnkObBzekS1YVOkZ0I8wurMtiVOrvV2bx87suk5acxZu4YNmZsPO73V0oppaozoGIUcBH2xMXGmF3Akc0ZSjUS8dFBBPk6WbWz8kEVtalXTC+mDZ2GMYZrv7iW3/b9Vuc1KKWUatiqE+6K7ClRDICIBNVuSUp5l8MhdG0RdtQRs7WtY2RHZl4wk0j/SG786ka+3/G9V+pQSinVMFUn3M0SkZeBcBG5EZgHvFK7ZSnlXclxYazZfZBit8cr798iuAUzhs4gITyBv3z3Fz7Z9IlX6lBKKdXwHDPcGWMmAR8AHwIdgIeNMVNquzClvCkpLpyiEg8b9mZ7rYaogCheH/I6vZv15qGfH2La79O8VotSSqmGozpToQCsAgKwumZX1V45StUP3crdqSIxNsxrdQT5BPHfwf/lwZ8eZPKyyaTlp3FFpytIK0gjPT/dei5IJy0/7Yjl+LB4Jg+cTHRAtNfqV0opVfeOGe5EZBzwMPAt1gTGU0TkMWPM67VdnFLe0ioykFB/FytSs7iij3dr8XX68vRZTxPhH8GMNTOYsWbGEfuE+IQQFRBFpH8kCeEJ9PTryf+2/I9r517LK+e9otOqKKXUKaQ6LXd/A3oYY9IARCQKWABouFONloiQHBd+1DtV1DWHOJjQZwKnNT+Ng4UHiQqIIso/iqiAKCL8I/Bz+h1xzIiEEfz5mz8zZu4YXjn3FeLD471QuVJKqbpWnQEVqUD5C4+ygR21U45S9UdSXBjr92RTUOz2dimAFTgHtxrMqPajOCvuLBKjE2kW1KzSYAfQvWl3pg2Zhtvj5tovrmX1gdV1XLFSSilvqE642wksEpF/2BMa/wJsEpG/ishfj3aQiLwuIvtE5Pdy6/4hIjtFZLn9uKDctgkisklE1ovIkHLre4nIKnvbc2LPBisifiLynr1+kYi0KXfMtSKy0X5ce1zfiFK25BZhFLsN6/d4b1DFyeoY2ZE3zn+DIJ8gbvjqBpbsWeLtkpRSStWy6oS7zcAn2PPcAZ8Cu7EmMq5qMuPpwNBK1j9rjOluP+YAiEgX4Aog0T7mBRFx2vu/CNwEtLcfpee8AcgwxrQDngWets8VCTwCnAb0AR4REb1RpzpuSfagipVemMy4JrUKbcWMoTNoFtiMW76+hfk75nu7JKWUUrWoOveWffRETmyM+aF8a9oxjADeNcYUAltFZBPQR0S2AaHGmIUAIvIGMBKYax/zD/v4D4Dn7Va9IcDXxph0+5ivsQLhOyfyOdSpq0V4AFFBvqxKzQRae7uckxITFMP0odO5dd6t3PndnTx+xuNcmHCht8tSSilVC6rTclfTbhORlXa3bWmLWgsqXseXaq9rYS8fvr7CMcaYEiALiKriXEodFxEhKc57d6qoaeH+4bw65FV6xfTigZ8e4J11+u8dpZRqjKo7z11NeRF4HKuL93HgX8D1WFOsHM5UsZ4TPKYCEbkJq8uXVq1aVVW3OkUltwjjhw37yS9yE+DrPPYB9VyQTxAvnPMC93x/D08teoqDhQe5Kfkm7EtZj8ntcZNXkkducS45RTnkluSSW5RLTnGOta44h5ziHPKK88grziO/JJ+8Ems5r8R+XW5ZEO7oeQdXdbqq2jUopZSqWp2GO2PM3tJlEXkF+Nx+mQq0LLdrHLDLXh9Xyfryx6SKiAsIA9Lt9QMPO2b+UeqZCkwFSElJqTQAqlNbUlw4HgNrdmfRq3Wkt8upEX5OP54d+CwP//wwzy9/nn15+0iMTiS7KJuDRQfJLsqu+Cg+tJxbnFvt9wjyCSLAFUCAK4BAn0ACXYFE+UeVLQe4AtiUuYmJiyeyfN9yHj39UQJ9Amv50yulVONXnUmM/wk8AeQDXwDdgDuNMW8e75uJSHNjzG775SigdCTtbOBtEZkMxGINnFhsjHGLSLaI9AUWAdcAU8odcy2wELgE+NYYY0TkS+Cpcl2+5wETjrdWpcC6xyzAytTGE+4AXA4XT/R/ghDfEN5e9zZssNYLQohvCCG+IYT6hhLiG0KrkFaE+IYQ7BNMiG8IQT5BBPsEE+RrPQf7BBPoE2it8wkiyCcIl6N6/270GA/Tfp/Gc789x4aMDTw76Fniw3Q+PqWUOhnV+T/wecaYe0VkFFar2KXAd0CV4U5E3sFqQYsWkVSsEawDRaQ7VjfpNuBmAGPMahGZBawBSoDxxpjSycVuxRp5G4A1kGKuvf41YKY9+CIda7Qtxph0EXkcKJ3z4bHSwRVKHa+YUH+ahvixqpFcd1eeQxxMOG0CY7qMwSlOQnxDCPQJxCF1dymuQxzckHQDXaO7cu8P93Ll51fy6BmPMrRNZQPtlVJKVYcYU3VvpIisNsYk2t2oHxpjvhCRFcaYbnVTYt1ISUkxS5cu9XYZqh4aN2MJ29LymPfXAd4upVHbm7uXu7+/mxX7VzC682j+mvJXfBw+3i5LKaXqJRFZZoxJqWxbdf6J/pmIrANSgG9EpAlQUJMFKlWfJceFs3l/DjmFJd4upVGLCYph2pBpXN35at5c+yY3fHkD+/L2ebsspZRqcI4Z7owx9wP9gBRjTDGQhzXHnFKnhKS4MIyB3xv4ZMYNgY/Th/v73M8/z/on69LXcelnl+pdNZRS6jgdM9yJSCAwHmsaE7AGPFTaDKhUY5TUwhpU0Rivu6uvzm97Pu8Me4cwvzBu/OpGpv0+jWNdQqKUUspSnQEV04BlwOn261TgfQ5NY6JUoxYd7EeL8IAGfxuyhiYhPIF3hr3DQz8/xORlk3lr7Vt0iuxEh4gOdIjsQIeIDrQKaVXtkblKKXWqqM7/FROMMZeLyJUAxph80dlG1SkmqUWYfRsyVZeCfIL414B/8enmT1mwawEbMzby086fcNuD6f2cfiSEJ1iBz360CG6BMYYSU4Lb48Zt3BWXPSW4jRunOOnRtIeGQ6VUo1Od/6sViUgA9l0eRCQBKKzVqpSqZ5Liwvhi9R6y8ooJC9QRnHVJRBjZbiQj240EoMhdxJasLWzI2MCG9A1syNjAj6k/8smmT4773Kc1P41nznqGCP+IY++slFINRHXC3SNYkxe3FJG3gDOAsbVZlFL1Telkxr/vyuKMdtFerubU5uv0pVNkJzpFdoKEQ+sP5B9gY8ZG9ubtxSlO6+Fw4hIXTseRrzdmbOSZJc9w+eeX8+9B/6ZLVBfvfSillKpBxwx3xpivReRXoC/WfVv/Yow5UOuVKVWPJLcIB2BFaqaGu3oqOiCa6IDq/za9YnqRFJ3EnfPv5Jq51/Bwv4e5KOGiWqxQKaXqxlFHy4pIz9IH0BrYjXVf11b2OqVOGWGBPrSOCtQRs41MYnQi7w57l+QmyTz404M8tegpij3F3i5LKaVOSlUtd/+qYpsBzq7hWpSq15JahPHb9kxvl6FqWFRAFFPPncrkZZOZuWYm69PX86+B/zquVkCllKpPjhrujDGD6rIQpeq75LgwPl+5m7ScQqKC/bxdjqpBLoeLe3vfS2JUIv9Y8A8u/+xyJg+aTLcmjeoui0qpU0R1JjEeLyLh5V5HiMifa7UqpeqhJPu6u1U1NN9dbmEJ32/Yz8S567j3gxXsy9a7+nnbsPhhvHnBm/g4fRj7xVje3/C+t0uqlDGGPbl7mL9jPi+ueJE7vr2DW76+hW1Z27xdmlKqHpBjzfouIsuNMd0PW/ebMaZHbRZW11JSUszSpUu9XYaqx7ILikl+9Cv+ek4Hbh/c/riPzy9ys+yPDBZuOcAvW9JZsSOTEo/B5RAcDqFlRADv3NSXpiH+tVC9Oh5ZhVnc+8O9LNi1gIvbX8ydPe/E6XBW61iHOBAEhzisZZGy14JwvNOEeoyH1OxU1qSvYV3aOtamr2Vd+jrSC9IBEITWoa3JLMzEbdxMHjiZvs37HvdnVko1LCKyzBhT6R3DqhPuVgLdjL2jiDiBlcaYxBqv1Is03KnqGPyv+cQ3CeaVa459B76CYje/bc9k4ZY0ftmcxvIdmRS5PTgdQnJcGH3jo+gXH0VKmwh+33mQsdMWExsewDs39qVJiHb7epvb4+b55c/z6qpXa/S8pUGvdGqWCs+HLTvEwf78/eQW5wLgEhftItrRKbITnSM70zmqMx0jOhLoE8jOnJ3c9s1tbM3aygOnPcBlHS+r0bqVUvXLyYa7SVijZV/CGkhxC7DDGHN3TRfqTRruVHXc9d5yFmw+wKIHzjliW2GJmxU7sli4OY2FWw7w6/ZMiko8OAS6tgijX3wUfROi6N0mkmC/Iy93XbQljeumL9GAV88s3r2YdenrqrWvseZ6x2M8eIwHgzm0bEyF127jLrtrxtGWSzwlRPhHlAW5duHt8HX6HvX9c4pyuO/H+/gh9Qeu7nw196Tco3fgUKqROtlw5wBuBgZjzXP3FfCqMfb9fxoJDXeqOl7/aSuPfb6GRQ8MJiLQl5WpmfyyJY2FW9JY9kcGBcUeRKBL81D6xUfRLyGK3m0jCfWv3l0tFm1JY+y0JcRFBPC2Bjx1AtweN5OXTeaNNW9wRoszeOasZwjxDfF2WUqpGnay4W44MMcY46mN4uoLDXeqOpZuS+eSlxbSpXkoWw/kkl9s/RunU7MQ+iVY3ax92kYSHnj01pVj+WVLGtfZAe+dm/oSrSNz1Qn4cMOHPPHLE7QKbcXzg5+nZUhLb5eklKpBJxvu3gT6AR8C04wxa2u+RO/TcKeqI7/IzbnPfk+gr7PsmrnT4qOIDDrxMFeZhZvTuG76YlpFBvLOjX116hV1QpbsWcJd8+9CEJ4d+CwpzY59rahSqmE4qXBnnyAUuBK4Duu6u2nAO8aY7Jos1Js03Kn6ZsHmA1w/fQmtI4N4+8bTNOCpE7L94HbGfzOe1JxUHu77MKPaj/J2SUqpGlBVuDvmPHcAxpiDWC137wLNgVHAryJye41VqZSq4PSEaF6/tjd/pOdy9auLSMspPOYxew8WMGfVbp74fA2v/bSV6vzjTTVurUJb8dawt+gd05uHFzzM5KWT2ZG9g725e8ksyCSvOA+3p1FdQq3UKa863bIXAtcDCcBMYIYxZp+IBAJrjTGta7/M2qctd6q++nmT1YLXNjqIt2/sW9YFXOz2sG53Nsv+SOfX7Zks+yODnZn5APg4hWK3YezpbXjkwi7HPbeaanxKPCVMXDyR99a/V+l2l7jwdfqWPfycfvg5/fB3+uPn8sPf5Y+/07/Cs5/z0PoAVwCBPoEEuAKsZdeh5fLbdPSuUjXjZK+5ewNrdOwPlWwbbIz5pmbK9C4Nd6o+Kx/wBnduyrI/MlixI6tsQEezUH96tY6gZ+sIerWOoEvzUCbOXcfrP2/lhv5t+fuwzhrwFGBN7bInbw+F7kKK3EVlz6XL5dcXugspcBdQWFJIQUkBBe4CCkoKrPX262JPcbXfWxAeP+NxRrQbUYufUKlTwwmFOxFpB8QYY34+bP2ZwC5jzOYar9SLNNyp+u6njQcY98YSit2GxNhQerayglyv1hHEhgccsb8xhkc/W8P0Bdu46ax4JpzfSQOeqnFuj5sCdwH5JfnkF+eTV5JHfsmh59JHXnEeb6x5g86RnXl+8PPeLlupBq+qcFdV+/i/gQcqWZ9vb7vwpCtTSlVb//bRLHnwHFwOBwG+x74VlojwyIVdMMYw9YctOES4b2jHehHw8ovcrNl9kP3ZhZzdqSm+rmpd/qvqIafDSZAjiCCfIDjy3xgVbM3aylfbvsLtcVf7dm5KqeNXVbhrY4xZefhKY8xSEWlTeyUppY4mpJqTIZcSEf5xUSJuY3jp+804HXDPeXUb8EqD3O87s1i1M4vfd2axcV8Obo/Va3B+12ZMubIHLqcGvMYupVkKH278kA0ZG+gc1dnb5SjVaFUV7qq6e/kx/n2mlKovRITHLuqK2wP//W4zDhH+em6HWgl4xwpyUUG+dG0RxrldYujaIozN+3P45xfrue/DVTxzSTIOh/dbFVXtSYmxepCW7l2q4U6pWlRVuFsiIjcaY14pv1JEbgCW1W5ZSqma5HAIT47sijGGKd9uwiHCXed2OKlzHm+QS2oRRvMw/yNCZXGJ4dl5Gwj2c/KPixLrRbexqh3NgprRMqQlS/YsYUyXMd4uR6lGq6pwdyfwsYhczaEwlwL4Ys1zp5RqQBwO4alRSbg9hv98sxGnQ7hjcPtqHVtTQa4ydwxuR05hMa/8uJUQfx/uGdLxpD6nqt9SYlL4dse3eIwHh2hXvFK14ajhzhizFzhdRAYBXe3V/zPGfFsnlSmlapzDIUy8OBm3MUz+egNOhzB+ULsK+9RmkKuMiPDABZ3JKSzh+e82EeTn4taBCSf9WVX9lNIshY83fczGjI10jNQgr1RtOOZsksaY74Dv6qAWpVQdcDqEZy7phjHwzJfrySsqoWmIf50EuaMREZ4YmURuoZunv1hHsJ+TMf3a1Oh7qPqh/HV3Gu6Uqh06VbhSpyCnQ5h0aTc8xvDf76wpK+sqyFVV078u60ZeUQkPfbqaYH8Xo3rE1dr7Fbs9+OgI3ToXGxxLi+AWLNu7jKs7X+3tcpRqlDTcKXWKcjqEyZd155p+bWge5l+nQe5ofJwOnr+qJ9dPX8I9768k0NfFkMRmJ3XO/CI3G/dls25PNuvtx7o92WTmFfHgsM5cd0bbGqpeVVevmF78mPojxhiv/zenVGOk4U6pU5jTIfRqHeHtMirw93HyyjUpjH5tEbe//RuvjU3hzPZNjnmc22P4Iy23LLyt35PN+r3ZbEvLpfRGPH4uBx1iQhjYsQl7sgp49LM1BPu5uDSlZS1/KlVeSkwKszfPZnPmZtpFtDv2AUqp46LhTilV7wT5uZg+tg9XvPILN72xjJk39CGlTSRg3VZtf05hhVa49Xuy2bgvm4JiDwAi0CYqiI4xIVzULZZOzULo2CyE1lFBOO259ApL3IybsZT7PlxJiL+LoV2be+3znmpSmh267k7DnVI176j3lj3V6L1llap/9mcXcvnLC9mfXciferZgw94c1u/NJj23qGyf6GC/svDWsVkInZqF0L5pSLVu0ZZbWMLo1xaxeudBXh/bm/7to2vz4yibMYZzPziX7k27M2nAJG+Xo1SDVNW9ZTXc2TTcKVU/7crMZ/Rri9idWUCHZiF0ijkU4jo2CyEq2O+kzp+VV8zlUxeyPT2PN8edRs9W9aub+lgycovYciAHhwg9GlDtE36cwIJdC5h/2Xy97k6pE1BVuKu1blkReR0YDuwzxnS110UC7wFtgG3AZcaYDHvbBOAGwA3cYYz50l7fC5iOdcuzOcBfjDFGRPyAN4BeQBpwuTFmm33MtcDf7VKeMMbMqK3PqZSqXbHhAcy7awBArdyeLCzQhzdu6MNlLy1k7OuLee/mfnRuHlrj73Myit0etqfnsWV/Lpv357Blfw5b9uey5UBuhVbMRy9K5NrT23iv0OOQEpPC51s+Z+vBrcSHxXu7HKUaldq85m468DxWACt1P/CNMWaiiNxvv75PRLoAVwCJQCwwT0Q6GGPcwIvATcAvWOFuKDAXKwhmGGPaicgVwNPA5XaAfATrbhoGWCYis0tDpFKq4ante842DfFn5g2ncelLCxnz2mI+uKUfbaKDavU9D2eMIT23iC0HcsvC22b7eXt6HiWeQ70s0cG+xEcHc16XGBKaBBPfJIh3Fu/gH5+tpkmIHxck1f/rB8uuu9uzVMOdUjWs1sKdMeYHEWlz2OoRwEB7eQYwH7jPXv+uMaYQ2Coim4A+IrINCDXGLAQQkTeAkVjhbgTwD/tcHwDPi9W2PwT42hiTbh/zNVYgfKemP2ONchfDzmWwZb71yM+E+IHQ/lxofQb4+Hu3PqUauZaRgbw5rg+XvrSQq19dxIe3nk6zsJr/c1dU4mF7ei6b9uWy5YDdArc/h837c8nKLy7bz9fpoE10IB1iQhjatRnxTYJJaBJEfJNgwgJ8jjjv6QnRjH5tEXe+u5yIQF/6JUTVeO01qVVIK5oENGHp3qVc1vEyb5ejVKNS16NlY4wxuwGMMbtFpKm9vgVWy1ypVHtdsb18+PrSY3bY5yoRkSwgqvz6So6pP4yB/esPhbltP0FRNiAQ2wNCY2HZNFj0IvgEQtsBVtBrfy6Et/Jy8Uo1Tu2ahvDG9adx5Su/MPq1Rcy6uR+RQb7HfR5jDAdyiqwWuAO5bN6XU9YityMjv+wOIABNQ/yIbxLEsOTmxEcHkdA0mIToYFpEBJSN7K2OAF8nr12bwiUvLeSmN5Yy65b6171cnoiQEpPCsj3LdL47pWpYfZkKpbI/1aaK9Sd6TMU3FbkJq8uXVq3qIDAd3A1bvz8U6LJ3W+sj4yH5Mqulru2ZEGBfFF2cb4W+jV/Bhi9hw1xrfZNOdtA7D1r2Bdfx/+WjlKpcUlwYr16bwrWvL2bstMW8Ne40QvyPbCkDKCh280da3qEQV647NbugpGw/P5eDttFBJMaGcVG3WOLtrtS20UFHPfeJCA/0Zcb1fbj4hQVc+/piPvrz6cRFBNbY+WtaSrMU5m6by/bs7bQObe3tcpRqNOo63O0VkeZ2q11zYJ+9PhUoP4toHLDLXh9Xyfryx6SKiAsIA9Lt9QMPO2Z+ZcUYY6YCU8EaLXvCn6o6SorguR5Qkg+BUVZLXMIg6zniKP9T8wk41Fp3/j8hbZMV9DZ+DYtehgVTwDfEOk+HodZ+wU0rP1d1GAPpW6wu4dju4Dj2VBJKNUZ946N4cXRPbnpjGeNmLGXSpd3YkZFnd6Fa3amb9+ewMyOfco1wNAv1J6FpECO7tyDe7kJNaBJEbFhArV83WKpFeAAzru/DJS8t4JrXF/PhLacTcQKtj3Wh/HV3Gu6Uqjm1OhWKfc3d5+VGyz4DpJUbUBFpjLlXRBKBt4E+WAMqvgHaG2PcIrIEuB1YhDWgYooxZo6IjAeSjDG32AMq/mSMucweULEM6GmX8SvQq/QavKOpk6lQfv8QotpDTFdwnOQ9LQtzYOsPsPFL2PAVZO8CBFr0tIJehyHQLNmazfVo3CWwZyVs/wW2L7Cec/db2wKjodMF0OlCiB8ArhOcbsJdDHtXQ0A4RLQ5sXMo5SWfLt/Jne8tp/z/JgN8nLS1u0/jo4OIbxJEQpNg2kYHEeRXXzpDYNGWNMa8vpjE2FDeHte3WvP+1TVjDINmDaJfbD/+78z/83Y5SjUoXpnnTkTewWpBiwb2Yo1g/QSYBbQCtgOXlhv48CBwPVAC3GmMmWuvT+HQVChzgdvtqVD8gZlAD6wWuyuMMVvsY64HHrBLedIYM+1Y9Tboee6MgT2r7K7bL6yBGRgIiYUO51lhr+0AMB5IXWKHuYWQuhSKc61zhLeGVv2gVV/wC4H1c6zQWJRttQ52OA86DbdaB/1Cjl7LwV3We6Qusc6/6zcoKbC2xfaAxFHQZeTRWyuVqmd+2niAzftzykalNgv1r7NWuJP1xe+7+fNbvzKoY1NeHtMLl/Mk/1FZDR6PYW92AdvT8tienseOjHx2pFvLe7IKeHBY5wqjee+efzcrD6zkq4u/0uvulDoOOolxNTTocHe4nH1W1+2GL2Dzt1CUA04/8JSAcQMCzboeCnMt+0JYJWNOSgphy/ew7jNYNwfyDljniR8InS+EdoMhc0fFMHfQHv/i9IXm3SGuN8T1gqydsPpj2PWrtT22pxX0EkdWb4DIwd3WsTt/tQLj/nVWK2XXS6xWSp+AmvnulGpk3vzlD/7+ye9clhLH0xcn10iAyi4oZkd6vhXe7OBmBbk8UtPzKXJ7yvYVgdiwAFpGBrB+TzbdWoYz/bo+ZdvfWfcOTy16ijl/mkPLEL3Hr1LVpeGuGhpVuCuvpAj++Bk2zQOXP7TuZwUu/7DjO4/HbbX4rfsc1n4GWTsqbg9vZQe53hDXxwqPlXXlZmyD1Z9YQW/3cmtdixS7RW8EhLeE3DQrwO2yg9zOXyFnj7WvOKFpZ4huD9t+htx9Vsti5+GQdAm0HQjO4+wa87it6xmL86zWRaUamclfree5bzdx+9ntuPu8jsfcv8TtYXdWwZHhzX7OyCuusH+Iv4vWUYG0jAikVWQgLSOt51aRgcSGB+DrsloM/zF7Ne8s3s6KR87D38fqJt6UsYlRs0fx2OmPMar9qJr/8Eo1UhruqqHRhrvaYAzsXmGN5I1oYwW6kJjjP0/6FivorfnEOh9AcLNDQQ6saxRb9LRCV2xPaJYEvvboP4/buu7w9w9gzWdQmGVdK5g4EpIutULm4dc2lhTCvjWwe6V1veHulbD3dyvYIXDbEis4KtWIGGO4/8NVvLd0B4+PSGR039Zk5hVXaHHbURbg8tmZWXG6FpdDaBERcERwKw1zYYHVG/H73fp9XDdtCTOu78OADk3Kahvw3gDOjDuTJ/s/WSufX6nGSMNdNWi487K0zVbI27cOYhKtQNe8W/VbGEsKra7oVe9b3dElBRDWErpeDCHNDoW5/eus7mmwWvyaJUHzZCvQ/e8eOOtvcPaDtfYxlfKWEreHm2cu49v1+wj2dZFdWFJhe1SQb1lwaxkZcCi8RQXSLNS/Rq7XKyh20+3Rr7jqtFY8cmFi2fq7vruLtelr+eLiL076PZQ6VXjl3rJKHZeoBDjz7hM/3uVndc12Hg6F2bDuf7DqA2u6GOOGoCZWWGx/nhXmmiVDRNuKLXtrZlvhcNADVY8yVqoBcjkdPH9VTyZ/vZ5ityHObolrZXen1sVIX38fJ33jo/h+/X648ND6lGYpzNs+j105u4gNjq31OpRq7DTcqcbHLwS6XWE98tKtVr2QZscObMmXwafjrdHGcZX+Y0ipBi3A18mDw7p4tYaBHZvw6Gdr2J6WR6so6xKLlBh7vru9S7ko+CJvlqdUo1D74+KV8qbASAhtXr2WuM4XWqOBV86q/bqUOkWVXms3f8O+snXtI9oT6hvK0j16aYxSNUHDnVKl/MOsaVVWf2RN8KyUqnFto4NoFRlodc3aHOKgV0wvlu7VcKdUTdBwp1R5yZdZd+nYOt/blSjVKIkIAzs2YcHmNAqK3WXrU2JS2JG9gz25e6o4WilVHRrulCqv/XngFwYr3/d2JUo1WgM7NiG/2M2SbYfuCll2n1ltvVPqpGm4U6o8lx90uciarLkoz9vVKNUo9Y2PwtflYH65rtmOER0J8QnR6+6UqgEa7pQ6XPJl1i3bNsz1diVKNUqBvi5OaxvJ/PWHBlU4HU56xvRk2d5lXqxMqcZBw51Sh2t9BoTEatesUrVoQIcmbN6fy470Qy3kKTEpbDu4jf15+6s4Uil1LBrulDqcwwld/wSbvrbmyVNK1biBHZsC8P2GQ0FOr7tTqmZouFOqMsmXWbcpW/OJtytRqlFKaBJEXERAhevuOkV2IsgnSK+7U+okabhTqjLNkiG6o3bNKlVLDk2JcoDCEmtKFJfDRY+mPbTlTqmTpOFOqcqIQNKlsH0BZG73djVKNUoDOjQlr8jN0m0ZZetSYlLYkrWFtPw0L1amVMOm4U6po0m6xHr+/UPv1qFUI3V6QhS+Tkel191VZ9RssbuYA/kHyCrMotBdiDGm1mot5fa4OZB/gHXp61i4ayG/7v2Vdenr2HFwBwfyD5BXnFcndShVFZe3C1Cq3opsC3F9rK7Z/nd5uxqlGp0gPxe920Ywf/0+HrigMwBdoroQ4Arg+9TviQmKYX/efvbn76/0OaMwo8L5BMHf5Y+f0w9/lz/+Tv+yZz+XHwHOAAJcAQT4BODv9LeWXQH4uw4tB7gC8BgPB/IPlD325+8nLT+N/fn7SS9Ix2M8VX4uQQj0CSTQFVj23L9Ff8YljSPQJ7DWvk+lSmm4U6oqSZfC3L/B3tUQk+jtapRqdAZ2aMqTc9ayKzOf2PAAfBw+9Gzak9mbZzN78+yy/ZziJCogiqYBTYkNjqV7k+5EB0YT4RdBiaeEAncBBSUFFLoLyS/JL1suKCmgwF1Afkk+mQWZ1nJxPvnufPJL8inxHP0+0k5xEuUfRVRAFE0Cm9A5qjPRAdE0CWhCdEA04X7hFHmKyC/OJ68kj7ziPHJLcskrzit7nVecR3pBOq+seoVPN33KX1P+ygVtL0BE6uLrVacoDXdKVSVxFHxxP6x6X8OdUrVgQMcmPDlnLfPX7+eq01oBMOG0CSzbu6wsSDUJbEKEXwROh7PG37/YU0xBiRX+SkMhUBbeauo9l+9bzv8t/j/u//F+3lv/HhP6TKBzVOcaObdShxO9NsCSkpJili7VEVqqEm9eAvvXwV9WgkMvU1WqJhljOGPit3RtEcbUa1K8XU6t8hgPn2z6hP/8+h8yCjK4pMMl3N7jdiL8I7xdmmqARGSZMabSPzT6N5VSx5J0KWTtgB2/eLsSpRodEWFAx6Ys2JxGUUnV17I1dA5x8Kf2f+KzUZ9xdeer+WjjRwz/eDjvrHunyu5hpY6XdssqdSydhoFPoNU12/p0b1ejVKMzsGMT3lm8nWV/ZNAvIcrb5dS6UN9Q7utzHxe3v5iJiyfy1KKneH/D+0zoM4HezXqX7ecxHg4WHiS9IJ30gnQyCjNIz08nvTCdg4UH8XX6EuQTRJBPEME+wZUuB/kEUeQpIrMgs+wcGQUZ1nKBvVxoLeeX5JcdH+wbTKhvaNlyiE8Iwb72ep9QQnxDyh6hvqH4OH2q9dmNMeSX5JNRmEFmQWZZPT4OHwa3HoyPo3rnUVXTcKfUsfgFQ8cLYPXHMPRpcPl6uyKlGpUz2kXjcgjzN+w7JcJdqXYR7XjlvFf4Zvs3PLPkGa7/8nq6RnWlwF1ARkEGmYWZuI270mODfYIpchdR5Ck64fcP8Q0h0j+SCL8IWgS3IMAVQG5xLtlF2ezK2cWGog1kF2eTW5x7zBHC/k5/Qn0rhr4Q3xA8xlMhyGUWZB615vYR7XnwtAfpFdPrhD+Tsug1dza95k5Vaf0X8M7lcOW70PF8b1ejVKNzxdSFZOYV88WdZ3m7FK8oKClg2upp/LLrF8L9wonwjyDSP7LsUfo6KiCKML+wshauIncRucW5ZY+c4pyKy0W5+Dh9iPCLKDtHhH8EEX4Rx9XalleSR3ZRNtlF2eQU55BdlM3BooNl60ofpesOFh3kYOFBnA4nEX4RhPuHV3y2P2Pp84aMDTyz5Bl25+7mooSLuKvXXUQHRNfmV97gVXXNnYY7m4Y7VSV3MUzqAAmD4JLXvV2NUo3OS99vZuLcdSyccDbNwwK8XY7ygrziPF5d9SrTVk8jwBnAbT1u47KOl+FyaCdjZXRAhVIny+ljTYuybg4UZnu7GqUanYEdmwDwQ7m7VahTS6BPIHf0vIOPLvqIxOhE/m/x/3Hl/65k+b7l3i6twdFwp1R1JV0KJfmw7n8ndx53MWRsg60/wm9vwfyJ8OWDsH4uFOXVSKlKNTQdY0JoFurP/PUa7k51bcPaMvXcqUwaMIn0gnTGzB3Dwz8/THpBurdLazC0rVOp6mp5GoS1skbNdrvi6PsV50NWKmT+AZk7rGlUMndA5nZrOXs3HH5xstMPFj4PLn9oOwA6DLEeYXG1+5mUqidEhIEdm/C/lbspdnvwcWrbw6lMRBjSZghntjiTl1a+xMzVM/lm+zfc3uN2OkR0IKswi6yiLA4WHiSrKIuswkPLpc8e4yHML4xQ31BCfUMPLftVfB3gCiCnKIeDRQet8xQdPGL5YKF1LaGv05dwv3DC/cIJ9QstWw7zCyPML6xsOcIvgpigGO99f3rNnUWvuVPVMu9R+Pk/MPZ/UJBph7ftFcNb7mEtD+KE0BYQ3grCW0JYS+s5vJW1HBYHCPzxM2z4EjbMtVr2AGKS7KA3FFr0hMNnyzcGCrLg4C44uNMKlQd3QtZO8PGH9udZYdHXS/ez9Hgg74BVX/Zu+3kPZO+Cg7ut2lv3g04XQlxvnST6FDd31W5ufetX3rupL6fFnzqjZtWxbc7czFOLnmLxnsVHbHOI44jwFuYbhohUCHylQa06cwqWjv4tDYKhfqGE+IRQ6C4sC5aZhZlkFWaRX5J/xPFtQtvw2ajPauSzH40OqKgGDXeqWvaugRf7VVzn9LMCWll4OyzEhcSC8zgayY2BAxthwxdW2Nu+EIwbAqOh3TnW9X+lAe7gTijKqXi8OCCkuRWcinKs1sD4gVZA7DAEQmNP+msAoDCn8sCWbT8O7oacPXD4/0jFAUFNIaQZ+ARA6lLwFFvrOl1gBb22Z9XclDPGQOFByNln1Zmz13rkZ0Kr06BNDb5XbSjOt2rPPQC5+6x/POTYz2XLB6zvucMQ6DIS4lKgAd679GBBMT0f+5obz4rnvqGdvF3OCfF4DAcLisnIKyY9t4jMvCKy8ovp3SaSlpFe+kdWI2GMYenepRR7iq2WMt8wQv2sufgcUr1/GJbOs1e+ZS6/JL9svr7SIOfn9Kt2XaWBrzTsZRVm4RAHZ7c6+0Q/arVouKsGDXeq2tZ+Du6iQy1vQU1qt8UpLx02f2uFvc3fWi2BYS2s1sCwOPu5BYTGWc/BzawwWVIEf/xkBcT1c61uYoDm3aDD+dBxKDTvfmQIcBfbQegYwa2okoElfmEQ2twKbiGx1nNorBU2Q5pb24KaVgy7+Zmw8WtY9xlsnAfFueAXarU6dhoG7c8Fv5Aj38vjtsPNXsi2A1vOnnLLew9tq+Rf1hVq7jAEOl8I7QaDb9Dx/kLHp7S1tTSsHRHUDgttlX3PAL4hENzE+j6DoqGkELbMt4JyaBwkjqz9oOfxWC3YeWnWI/eA1VKbe6Di67w0yE2z9r3gGeh+1VFPednLC8kpKGHOX86snZqPQ1GJh8z8IjJyi8nIs4JaRp61nJFrLZetyy0iww5ynkr+Wg3ydfL0JckMT66hf1ypU56Gu2rQcKcaNWOs++Nu+MKasy91sXXdX0hzaNPfboWzg1zOPuCw/y84fA6Fs9LgFtq8XGizg9zJBqPiAiugrPvMCqR5aVbLaPxAK8hk2wGuNARVNrGqf5gVcENiILjcI6RZueUYcAUceq91cyA/3VrXbrAV9DoMgYBq3vPT47ZCeFnL2v4qlveDu7CSkwgERh4Ka8FNK1luYge6Jlar5+HyM63vbc0nsOmb4w967hLre6g0pKVVvu4ok+ziG2x9nsBo6zMERsO2H63/XsZ9fdQSXpi/iX9+sZ7FDwymaaj/0Ws9DsYY8ovdFUJYaTCzWteKK12XU3j07jt/HwcRgb6EB/oSEehDRKAvEUE+R6wLD/TB5XDwyOzf+XV7JmNPb8MDF3TG16WXIKiTo+GuGjTcqVNKbhps/MoKe6lLrRBTVXALiKz76+HcJbBjEaz7HNbPsVqmyoez4GZW6Alpdmg5OMa61vBE3mv7AqtVdu1nVtB1uKDNmVbQC2tZdXDLS6s8aDp8KgayqoJbYNTxdd8fy9GCXucLrWswD29dyz1gtawdjX/4oZAWFG3VGxhVbl1UxW2Vhc8fJsG3j8Ndq486WGjNroNc8NyP/POSZC5LaXnE9tJuz/TDWs6s5yLScw8tlw9tVd23NsTfZYWzQB8ignzLQtnR1/kS4Os86vkqU1TiYeLcdbz+81a6twznv1f3pEW4zuenTpyGu2rQcKeUAqyuxl2/wdrZVtBL31xxu09QxbB2tOAW3MQKRPXh2rfDg57xlAtmh4e06MO2RVstcNW8m0GV0jbDlJ4w5CnoN77SXYwxnPbUN0QG+dK1RdgRrWtH6/YEcDqEiECfiq1pgb6EB5ULaoG+dliz9gsP8MFVhyNz567azd8+WInLKTx7eXcGdWxaZ+/tbcYYCoo9ZOUXc7CgmINlzyUE+jo5t0sMUh/+vDQQGu6qQcOdUuoIxsCBDVBw8FBwq+1r8mpbSZHVKumtkckv9rda9aromv3nF+uY9vM2wu0AFhnkc1hXZ/l1h4JaqL+rQYSDrQdyufXNZazbk81tg9px17kdcDrqf90ABcXusmCWlV9SLqSVVAhrBysEuEOvi91HzxzndYlh0mXdCPWvgX9InALqXbgTkW1ANuAGSowxKSISCbwHtAG2AZcZYzLs/ScAN9j732GM+dJe3wuYDgQAc4C/GGOMiPgBbwC9gDTgcmPMtqpq0nCnlFJ1oBpds6eCgmI3D3/6O7OWpnJ6QhT/uaIHTUKqP0LzRBWVeMqFs0pC2TG2VdW9DeDrdBAa4ENogItQfx9C/F2EBfgQFuBjrfc/tO3QOhffrtvHxLnraBkZyIuje9KpWWitfxcNXX0NdynGmAPl1v0TSDfGTBSR+4EIY8x9ItIFeAfoA8QC84AOxhi3iCwG/gL8ghXunjPGzBWRPwPJxphbROQKYJQx5vKqatJwp5RSdaAaXbOnkllLd/DQJ78TFuDDlCt7HHN+v2K3h+xyoSsrv2IoKx/ErG0VQ1pBcdXhzOWQCqGrQiArXS5db78Os8NaaIAP/j7Hdy1ieUu2pfPnt34lp6CEiRcnMaJ7ixM+16mgoYS79cBAY8xuEWkOzDfGdLRb7TDG/J+935fAP7Ba974zxnSy119pH39z6T7GmIUi4gL2AE1MFR9Ww51SStWRanTNnkrW7j7In9/6le3peVzRuyUuhxzRalZ6nVpe0VFGJ9ucDqkQykpbzkoDWmUtaOVfB/g4vdq1ve9gAbe9/RuLt6XryOJjqCrceev2Ywb4SkQM8LIxZioQY4zZDWAHvNKrTFtgtcyVSrXXFdvLh68vPWaHfa4SEckCooADKKWU8q7EkVbXbFbqKd01W6pz81Bm33YGD3z8O+8u2UGwn+tQ8PL3oU10YIUQFhbgIqR8t2a5kBbk691wdrKahvrz1o2nMXHuOl77aSsrUzN54epeNAurmWlxThXeCndnGGN22QHuaxFZV8W+lf1XaqpYX9UxFU8schNwE0CrVq2qrlgppVTNSBxlhbs1n2rXrC3E3+qWfe6K7g06nNUEH6eDh4Z3oUercO79YCXDp/zIc1f24PSEaG+XhsdjyCt2k1tYQnZBCbmF1iO7sOJysJ+La/q18VqdXgl3xphd9vM+EfkY63q6vSLSvFy37D5791Sg/GRHccAue31cJevLH5Nqd8uGAemV1DEVmApWt2wNfTyllFJViUqw7pu8+hMNd4c51YNdecOTY+kYE8Itby5j9KuLuG9oJ246K/64vyO3x5BTeJQgVhrQitxVhjVr2U1uUQnVuZotoUnQqRXuRCQIcBhjsu3l84DHgNnAtcBE+/lT+5DZwNsiMhlrQEV7YLE9oCJbRPoCi4BrgCnljrkWWAhcAnxb1fV2Siml6ph2zapqaB8Twqe39efeD1bwf3PX8ev2DM7u1JScQqv1LMd+VAhrRVYQKw1r+cVVX6dYytfpIMjPSbC/iyBfF8F+LiKCfImLDCTY10WQn4tgfxfBfk6C/Xysff2s/YLsZ2u7Cz8vXyfojZa7GOBjO3m7gLeNMV+IyBJglojcAGwHLgUwxqwWkVnAGqAEGG9M2f1ubuXQVChz7QfAa8BMEdmE1WJ3RV18MKWUUtVU1jU7G/r92dvVqHos2M/Ff6/qyWs/beX/5q7jy9V7y7b5+zgqhKsgPxdNQ/wJji5dd1gQ8y8XxModE+TnxM914iN96xudxNimo2WVUqqO6ahZdZwO5BRSWOKxW9KcdXp3kfqmqtGyp+63opRSyrsSR0LqYqtrVqlqiA72o0V4AGGBdXvbuIZGvxmllFLekTjKel4z27t1KNXIaLhTSinlHWWjZj/2diVKNSoa7pRSSnlP4gjtmlWqhmm4U0op5T1dtGtWqZqm4U4ppZT3RLfTrlmlapiGO6WUUt6lXbNK1SgNd0oppbxLu2aVqlEa7pRSSnlXadfsmk+8XYlSjYKGO6WUUt6XOAJ2LNKuWaVqgIY7pZRS3qdds0rVGA13SimlvE+7ZpWqMRrulFJK1Q/aNatUjdBwp5RSqn7QrlmlaoSGO6WUUvWDds0qVSNc3i5AKaWUKpM4Ar59wuqaDYvzXh3GgLsYSvKhpBCK7eeSfCgugJJyj2O9LimEsJbQ5gyI6w0+Ad77XOqUoOFOKaVU/dFllBXu1syGfn+uGLKON1Sd7GvjOfHP4XCBKwBcftbj4C743oDTF1r0gtZnWGGv5WngG1Rz39/J8HjAXWh//iLr2V102OtCO+TajwqvD9v/qNsqOd7pY30Xbc6ENv0hog2IePsbabDEGOPtGuqFlJQUs3TpUm+XoZRS6sX+sH+d9Rd+cT5wEn9PlQ9ZPgHg8rcePv6Hlsu2+R227+Gv/Y9yfCWvnYe1neRnwvZf4I+fYNvPsHsFGLdVX2wPO+z1h5hEK8xWO1QVHCVoHSN4lR5Xfh9P8cn8aoc47UDr9D30/ZY+nH6VvPaHwoOwfSHk7rfOERpnfR9t7bAX3rruw17pPyzcRYceJYWHLRdb36G76FCgdReDTyB0Hl6r5YnIMmNMSqXbNNxZNNwppVQ9sfVHWPPpsUNWWaA6SiCrLGTVF4XZsH3RobC361fwlJzcOUuDkssOVU7fQ9/DscKVy7fctnLnKDvP4ef1PyzAldt2oiHMGNi/Hrb9CNt+sh55B6xtYS2tVr3Wp4NfsN2aW3hY8CpdLiy3vfzyUYJYpeex152o6A5w25ITP74aNNxVg4Y7pZRSXlOUCzsWQ/qWSsJYVaGqXCtZY+vGNMZqwd32E2z9wXrOTz/2cWUthz7WstPn0HdUGnjLtvlW3F5+P6evHXp9DztP+WWfSt7PF3wDITS2Vr8eDXfVoOFOKaWUqsc8HkjfbLW2VQhe5UKbw9X4Qu5RVBXu6ml7tVJKKaVUOQ4HRLf3dhUNgs5zp5RSSinViGi4U0oppZRqRDTcKaWUUko1IhrulFJKKaUaEQ13SimllFKNiIY7pZRSSqlGRMOdUkoppVQjouFOKaWUUqoR0XCnlFJKKdWIaLhTSimllGpE9N6yNhHZD/xx2Opo4IAXylHVo79P/aW/Tf2mv0/9pb9N/Vaffp/WxpgmlW3QcFcFEVl6tJvyKu/T36f+0t+mftPfp/7S36Z+ayi/j3bLKqWUUko1IhrulFJKKaUaEQ13VZvq7QJUlfT3qb/0t6nf9Pepv/S3qd8axO+j19wppZRSSjUi2nKnlFJKKdWIaLgDRMRfRBaLyAoRWS0ij9rrI0XkaxHZaD9HeLvWU5mIOEXkNxH53H6tv089ISLbRGSViCwXkaX2Ov196gERCReRD0RknYisFZF++tvUDyLS0f4zU/o4KCJ36u9TP4jIXXYm+F1E3rGzQoP4bTTcWQqBs40x3YDuwFAR6QvcD3xjjGkPfGO/Vt7zF2Btudf6+9Qvg4wx3ctNE6C/T/3wH+ALY0wnoBvWnyH9beoBY8x6+89Md6AXkAd8jP4+XiciLYA7gBRjTFfACVxBA/ltNNwBxpJjv/SxHwYYAcyw188ARtZ9dQpAROKAYcCr5Vbr71O/6e/jZSISCpwFvAZgjCkyxmSiv019NBjYbIz5A/196gsXECAiLiAQ2EUD+W003NnsLr/lwD7ga2PMIiDGGLMbwH5u6sUST3X/Bu4FPOXW6e9TfxjgKxFZJiI32ev09/G+eGA/MM2+pOFVEQlCf5v66ArgHXtZfx8vM8bsBCYB24HdQJYx5isayG+j4c5mjHHbTeNxQB8R6erlkpRNRIYD+4wxy7xdizqqM4wxPYHzgfEicpa3C1KA1fLQE3jRGNMDyKWediOdykTEF7gIeN/btSiLfS3dCKAtEAsEicho71ZVfRruDmN3WcwHhgJ7RaQ5gP28z3uVndLOAC4SkW3Au8DZIvIm+vvUG8aYXfbzPqxrhvqgv099kAqk2j0RAB9ghT39beqX84FfjTF77df6+3jfOcBWY8x+Y0wx8BFwOg3kt9FwB4hIExEJt5cDsH7UdcBs4Fp7t2uBT71S4CnOGDPBGBNnjGmD1XXxrTFmNPr71AsiEiQiIaXLwHnA7+jv43XGmD3ADhHpaK8aDKxBf5v65koOdcmC/j71wXagr4gEiohg/dlZSwP5bXQSY0BEkrEujHRiBd5ZxpjHRCQKmAW0wvqhLzXGpHuvUiUiA4F7jDHD9fepH0QkHqu1DqxuwLeNMU/q71M/iEh3rIFIvsAW4Drs/8+hv43XiUggsAOIN8Zk2ev0z049YE+LdjlQAvwGjAOCaQC/jYY7pZRSSqlGRLtllVJKKaUaEQ13SimllFKNiIY7pZRSSqlGRMOdUkoppVQjouFOKaWUUqoR0XCnlFLliEiUiCy3H3tEZKe9nCMiL9j7jBWR52vgvRacfMVKKVWRy9sFKKVUfWKMSQO6A4jIP4AcY8ykWnqv02vjvEqpU5u23CmlVDWIyEAR+byS9U1E5EMRWWI/zqhkn0QRWWy3AK4Ukfb2+hz7+bFyrYU7RWSavX50ueNeFhFnbX9OpVTDp+FOKaVOzn+AZ40xvYGLse4GcbhbgP8YY7oDKVj3fC1jjHnY3jYASAOeF5HOWLPjn2FvcwNX19JnUEo1Itotq5RSJ+ccoIt1+0kAQkUkxBiTXW6fhcCDIhIHfGSM2Xj4Sez7V76FFRSXichtQC9giX3uAOrpTcqVUvWLhjullDo5DqCfMSb/aDsYY94WkUXAMOBLERlnjPn2sN3+AaQaY6bZrwWYYYyZUBtFK6UaL+2WVUqpk/MVcFvpCxHpfvgOIhIPbDHGPAfMBpIP2z4cOBe4o9zqb4BLRKSpvU+kiLSu8eqVUo2OhjullDo5dwAp9kCJNVjX1x3ucuB3EVkOdALeOGz73UAsUDp44jFjzBrg78BXIrIS+BpoXlsfQinVeIgxxts1KKWUUkqpGqItd0oppZRSjYiGO6WUUkqpRkTDnVJKKaVUI6LhTimllFKqEdFwp5RSSinViGi4U0oppZRqRDTcKaWUUko1IhrulFJKKaUakf8Hx4jEjHeectAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(M1, stage1_cycles, label='stage 1 cycles')\n",
    "plt.plot(M2, stage2_cycles, label='stage 2 cycles')\n",
    "plt.plot(M3, stage3_cycles, label='stage 3(4) cycles')\n",
    "plt.xlabel('Tile size')\n",
    "plt.ylabel('Cycles per stage')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "e12db636",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(M1, stage1_fps, label='stage 1 fps')\n",
    "plt.plot(M2, stage2_fps, label='stage 2 fps')\n",
    "plt.plot(M3, stage3_fps, label='stage 3(4) fps')\n",
    "plt.xlabel('Tile size')\n",
    "plt.ylabel('fps per stage')\n",
    "# plt.plot(M1, np.ones_like(M1)*1250)\n",
    "plt.title(f'Stage FPS with seqence length = {S}')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "c0e3bc62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([239316.])"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stage3_cycles[M3 == 74]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7dc69582",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1253.5726821441108"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "300e6 / 239316"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6547432d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2738.0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "74*74/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be708ffa",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "trans-fat",
   "language": "python",
   "name": "trans-fat"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
